{ "updated": "2026-11-02", "about": "AI for Science 图谱：每家公司 / 产品线的科学领域（science_fields）、商业模式（business_model）、模型是否开源（open_source，带许可证和出处）、代表模型、关键成果（milestones：论文 / 产品 / 里程碑，带日期和出处）、公开合作方（partners），以及融资、估值和关键数据，每个数字附出处（src）。没公开的写「未披露」，不推断。layer 对应 layers.json 的 code。product_line_of = 大公司的产品线。pointer_only = b0 层只指向 AIDD 药物发现图谱的代表，不是完整卡片。", "companies": [ { "name": "Autopoiesis Sciences", "layer": "a1", "url": "https://autopoiesis.science", "hq": "旧金山", "region": "海外", "desc": "Aristotle 研究助手与 Columbus-1 自主研究系统，做长程科学推理", "business_model": "卖平台或软件", "science_fields": [ "通用" ], "flagship_model": { "v": "Aristotle、Columbus-1", "src": "https://autopoiesis.science/blog/seed-annoucement/" }, "total_raised": "累计融资未披露（另有一轮未披露金额的更早融资，据 Dealroom）", "funding": [ { "date": "2026-09", "round": "种子轮", "amount": "$1100 万", "lead": "Threshold Ventures（Informed Ventures、Alpaca VC 等跟投）", "src": "https://autopoiesis.science/blog/seed-annoucement/" } ], "key_data": [ { "k": "用户机构（公司自述）", "v": "Aristotle 被 Pfizer、FDA、Harvard、GSK、Merck 等机构研究者使用", "date": "2026-09", "src": "https://autopoiesis.science/blog/seed-annoucement/" } ], "note": "补充收录。成立时间、fm 未查到；Dealroom 提到 Threshold 页面未见客户案例，公司自述的机构名单无合同佐证。Columbus-1 称在 BlueZ 中发现 21 个缺陷，来自第三方审计转述，未采。" }, { "name": "Autoscience Institute", "layer": "a1", "url": "https://www.autoscience.ai", "hq": "圣马特奥", "region": "海外", "founded": 2024, "desc": "AI 科学家 Carl 自主做 ML 研究，Mira 把成果落到客户生产模型", "business_model": "卖平台或软件", "science_fields": [ "通用" ], "flagship_model": { "v": "Carl（研究智能体）、Mira（商用产品）", "src": "https://www.rdworldonline.com/autoscience-raises-14m-seed-round-to-scale-its-autonomous-ai-research-lab/" }, "milestones": [ { "k": "论文", "v": "Carl 生成的论文通过 ICLR 2025 研讨会同行评审", "date": "2025-03", "src": "https://www.rdworldonline.com/autoscience-raises-14m-seed-round-to-scale-its-autonomous-ai-research-lab/" }, { "k": "里程碑", "v": "Kaggle Santa 2025 比赛获银牌（3300 支队伍）", "date": "2026-01", "src": "https://www.rdworldonline.com/autoscience-raises-14m-seed-round-to-scale-its-autonomous-ai-research-lab/" } ], "total_raised": "累计融资约 $1400 万", "funding": [ { "date": "2026-03", "round": "种子轮", "amount": "$1400 万", "lead": "General Catalyst（Toyota Ventures、Perplexity Fund、S32、MaC Ventures 跟投）", "src": "https://secure.businesswire.com/news/home/20260318760407/en/Autoscience-Raises-%2414M-to-Build-the-Worlds-First-Automated-AI-Research-Lab" } ], "also_in": [ { "t": "RSI 递归自我改进图谱", "u": "https://rsi-map.vercel.app" } ], "note": "偏 AI 研究自动化，与 RSI 图谱两边都收。fm 月份、开源情况、客户未查到。Kaggle 获奖具体月份以报道为准，此处按 2026-01 估记，待核。" }, { "name": "Edison Scientific", "layer": "a1", "url": "https://edisonscientific.com", "hq": "旧金山", "region": "海外", "founded": 2025, "founded_month": "2025-11", "desc": "FutureHouse 分拆的商业公司，Kosmos AI 科学家服务药企研发", "business_model": "卖平台或软件", "science_fields": [ "通用", "生物" ], "flagship_model": { "v": "Kosmos（AI 科学家）、Edison Analysis", "src": "https://techfundingnews.com/edison-raises-70m-ai-scientist-platform/" }, "milestones": [ { "k": "产品", "v": "Kosmos 发布，可围绕一个目标跑长周期研究并输出带引用的报告", "date": "2025-11", "src": "https://www.bloomberg.com/news/articles/2025-12-18/ai-startup-edison-raises-70-million-to-speed-up-scientific-research" } ], "partners": [ { "n": "Pfizer", "date": "2026-10", "v": "在 Pfizer 研发管线部署 Edison 平台与 Kosmos", "src": "https://www.timesargus.com/news/business/edison-scientific-announces-agreement-with-pfizer-to-accelerate-research-and-development/article_bb9d7ff1-7368-56fc-9406-1c32b14a927f.html" } ], "valuation": { "v": "约 $2.5 亿", "date": "2025-12", "kind": "种子轮估值，CEO 对 Bloomberg 所述", "src": "https://www.bloomberg.com/news/articles/2025-12-18/ai-startup-edison-raises-70-million-to-speed-up-scientific-research" }, "total_raised": "累计融资约 $7000 万", "funding": [ { "date": "2025-12", "round": "种子轮", "amount": "$7000 万", "lead": "Spark Capital、Triatomic Capital 共同领投（Jeff Dean 等天使跟投）", "post": "估值约 $2.5 亿", "src": "https://www.bloomberg.com/news/articles/2025-12-18/ai-startup-edison-raises-70-million-to-speed-up-scientific-research" } ], "also_in": [ { "t": "AIDD 药物发现图谱", "u": "https://aidd-map.vercel.app" } ], "note": "主打生物医药研发，因是通用 AI 科学家平台放 a1；若图谱要严格切开生物，可交 AIDD 图。开源情况未查到（商业平台，按闭源看待但未核）。" }, { "name": "FutureHouse", "layer": "a1", "url": "https://www.futurehouse.org", "hq": "旧金山", "region": "海外", "founded": 2023, "founded_month": "2023-11", "desc": "非营利 AI 科学家实验室，做文献、数据分析与实验设计智能体", "business_model": "非营利", "science_fields": [ "通用", "生物" ], "open_source": { "v": "部分开源", "lic": "ether0 为 Apache-2.0", "src": "https://huggingface.co/futurehouse/ether0" }, "flagship_model": { "v": "Robin（多智能体）、PaperQA2、ether0", "src": "https://aiwiki.ai/wiki/futurehouse" }, "milestones": [ { "k": "论文", "v": "Robin 多智能体系统在 Nature 发表，提出老药 ripasudil 治疗干性 AMD 的候选", "date": "2026-05", "src": "https://www.nature.com/articles/s41586-026-10652-y" }, { "k": "产品", "v": "FutureHouse Platform 上线，提供网页与 API 访问科学智能体", "date": "2025-05", "src": "https://aiwiki.ai/wiki/futurehouse" } ], "total_raised": "累计融资未披露（慈善资助为主）", "also_in": [ { "t": "AIDD 药物发现图谱", "u": "https://aidd-map.vercel.app" } ], "note": "生物场景居多，但定位是通用 AI 科学家，按指示放 a1。资助方（Eric 和 Wendy Schmidt、Open Philanthropy、NSF）仅见二手目录页 https://bioai-agents.com/en/agents/futurehouse/ 与 TIME https://time.com/collections/time100-ai-2025/7305817/sam-rodriques/ 提到 Schmidt，金额未披露。商业化由 2025-11 分拆的 Edison Scientific 负责。成立月份来自第三方介绍页 https://eutechfuture.com/artificial-intelligence/future-house-building-ai-scientists-to-automate-scientific-discovery-with-eric-schmidts-backing/ ，官方未核。" }, { "name": "Intology", "layer": "a1", "url": "https://intology.ai", "region": "海外", "desc": "Zochi、Locus 两套自主「人工科学家」，从 AI 研发起步", "business_model": "卖平台或软件", "science_fields": [ "通用" ], "flagship_model": { "v": "Zochi、Locus", "src": "https://intology.ai/about" }, "milestones": [ { "k": "论文", "v": "Zochi 论文被 ACL 2025 主会接收（公司称首篇通过 A* 会议主会评审的全 AI 生成成果）", "date": "2025-05", "src": "https://intology.ai/about" }, { "k": "产品", "v": "Locus 在 PostTrainBench 上达到公司所称最佳的自动后训练成绩", "date": "2026-08", "src": "https://intology.ai/about" } ], "total_raised": "累计融资未披露", "also_in": [ { "t": "RSI 递归自我改进图谱", "u": "https://rsi-map.vercel.app" } ], "note": "资料少。总部、成立时间、融资额官方页均无；某招聘聚合页写 $800 万，来源不可靠，不采。Locus 的成果外界仍在等论文，社区对其可验证性有质疑（论坛讨论，未作为来源）。与 RSI 图谱两边都收。" }, { "name": "K-Dense", "layer": "a1", "url": "https://www.k-dense.ai", "hq": "帕洛阿尔托", "region": "海外", "desc": "K-Dense Web：AI 联合科学家，自动做文献综述、实验设计与方案", "business_model": "卖平台或软件", "science_fields": [ "通用", "生物" ], "total_raised": "累计融资未披露", "funding": [ { "date": "2026-03", "round": "Atoms AI Cohort 2026 入选（Accel 与 Google AI Futures Fund）", "amount": "最高 $200 万联合投资（项目口径）", "lead": "Accel、Google AI Futures Fund", "src": "https://www.financialexpress.com/life/technology-why-kdense-the-ai-coscientist-startup-from-palo-alto-is-next-promising-thing-in-the-research-and-scientific-field-4176295/" } ], "also_in": [ { "t": "AIDD 药物发现图谱", "u": "https://aidd-map.vercel.app" } ], "note": "资料少，且偏生物：K-Dense Beta 在 2025-09 由 Biostate AI 发布（见 https://mp.weixin.qq.com/s/wcp4UeVWklRpXLAhciHJeQ ，公众号仅供线索），与 K-Dense 公司的关系官方页未核清。$200 万数字仅见目录站 http://biobase.whitefordresearch.com/companies/k-dense ，未见一手。若判定主业偏药物研发，建议交 AIDD 图。" }, { "name": "Lila Sciences", "layer": "a1", "url": "https://www.lila.ai", "hq": "剑桥（马萨诸塞州）", "region": "海外", "founded": 2023, "desc": "AI 加自动化实验室组成「AI 科学工厂」，跨生命、化学、材料做发现", "business_model": "自建实验室做发现", "science_fields": [ "通用", "材料", "化学", "生物" ], "milestones": [ { "k": "里程碑", "v": "2025-03 走出隐身，宣布 2 亿美元种子轮并建设首批 AI Science Factory", "date": "2025-03", "src": "https://www.nasdaq.com/press-release/flagship-pioneering-unveils-lila-sciences-build-superintelligence-science-2025-03-10" } ], "also_layers": [ "l1" ], "valuation": { "v": "A 轮后超 $13 亿；B 轮洽谈中投前约 $85 亿", "date": "2026-06", "kind": "A 轮估值为 Reuters 报道；$85 亿为 Bloomberg 报道洽谈中的投前估值，未确认", "src": "https://www.bloomberg.com/news/articles/2026-06-03/lila-sciences-said-in-talks-for-funds-at-8-5-billion-valuation" }, "total_raised": "累计融资约 $5.5 亿（A 轮后，公司口径）", "funding": [ { "date": "2026-06", "round": "B 轮（洽谈中，未确认）", "amount": "约 $20 亿", "lead": "CalPERS、NVentures（Bloomberg 称为锚定投资方）", "src": "https://www.bloomberg.com/news/articles/2026-06-03/lila-sciences-said-in-talks-for-funds-at-8-5-billion-valuation" }, { "date": "2025-10", "round": "A 轮（追加后合计 $3.5 亿）", "amount": "$3.5 亿（2025-09 首批 $2.35 亿，追加 $1.15 亿）", "lead": "首批：Braidwell、Collective Global 等；追加含 NVentures", "src": "https://insights.citeline.com/scrip/business/financing/finance-watch/finance-watch-lila-sciences-raises-235m-to-refine-its-ai-factories-for-drugs-and-more-PGPE62DI4ZDLJCQZ3TXWGULBC4/" }, { "date": "2025-03", "round": "种子轮", "amount": "$2 亿", "lead": "Flagship Pioneering（General Catalyst、March Capital、ARK Venture Fund 等跟投）", "src": "https://www.nasdaq.com/press-release/flagship-pioneering-unveils-lila-sciences-build-superintelligence-science-2025-03-10" } ], "note": "B 轮截至 2026-11-02 未见公司或一手媒体确认成交；Forge、Caplight 等行情站把它标成 2026-07 已完成（$14.6 亿，$85 亿），只是二手聚合，不采。A 轮 $1.15 亿追加和 $13 亿估值的 Reuters 原文未能直接打开，仅见转载摘要。fm 月份未查到。合作方、模型名、开源情况未查到。" }, { "name": "Potato", "layer": "a1", "url": "https://potato.ai", "hq": "西雅图", "region": "海外", "founded": 2023, "desc": "自主科研智能体，读文献、提假设并在代码与湿实验中执行", "business_model": "卖平台或软件", "science_fields": [ "通用", "生物" ], "total_raised": "累计融资约 $450 万（该轮公告口径）", "funding": [ { "date": "2025-04", "round": "种子轮", "amount": "$450 万", "lead": "Draper Associates", "src": "https://potato.ai/press/series-seed/" } ], "also_in": [ { "t": "AIDD 药物发现图谱", "u": "https://aidd-map.vercel.app" } ], "note": "资料少。累计与其他轮次未查到；PitchBook 页显示另有 2024-10 种子轮，金额未公开，不采。用户称 MIT、Stanford 等校实验室在用（Draper 页），无具体合同。生物为主，正向材料、化学扩展。" }, { "name": "Sakana AI", "layer": "a1", "url": "https://sakana.ai", "hq": "东京", "region": "海外", "founded": 2023, "founded_month": "2023-07", "desc": "AI Scientist 端到端自动做 ML 研究并写论文；公司另做日本企业 AI", "business_model": "卖平台或软件", "science_fields": [ "通用" ], "open_source": { "v": "开源代码", "src": "https://github.com/SakanaAI/AI-Scientist" }, "flagship_model": { "v": "The AI Scientist / AI Scientist-v2", "src": "https://www.nature.com/articles/s41586-026-10265-5" }, "milestones": [ { "k": "论文", "v": "Nature 发表《Towards end-to-end automation of AI research》，一篇全 AI 生成论文被 ICLR 研讨会接收", "date": "2026-03", "src": "https://www.nature.com/articles/s41586-026-10265-5" } ], "valuation": { "v": "$26.5 亿", "date": "2025-11", "kind": "B 轮投后估值，CEO 对 TechCrunch 所述", "src": "https://techcrunch.com/2025/11/17/sakana-ai-raises-135m-series-b-at-a-2-65b-valuation-to-continue-building-ai-models-for-japan/" }, "total_raised": "累计融资约 $4.12 亿（stockanalysis 引公司 2026-04 融资更新，未核公司原页）", "funding": [ { "date": "2025-11", "round": "B 轮", "amount": "¥200 亿（约 $1.35 亿）", "lead": "MUFG 等（参与：Khosla、Macquarie、NEA、Lux、In-Q-Tel）", "post": "投后约 $26.5 亿", "src": "https://techcrunch.com/2025/11/17/sakana-ai-raises-135m-series-b-at-a-2-65b-valuation-to-continue-building-ai-models-for-japan/" }, { "date": "2026-01", "round": "Google 战略投资", "amount": "未披露", "lead": "Google", "src": "https://www.bloomberg.com/news/articles/2026-01-23/google-invests-in-sakana-ai-to-boost-gemini-s-presence-in-japan" } ], "also_in": [ { "t": "RSI 递归自我改进图谱", "u": "https://rsi-map.vercel.app" } ], "note": "只收 AI Scientist 这条线与公司融资。AI 改进 AI 本身，与 RSI 图谱两边都收。开源许可证未逐条核。MUFG 领投的说法见 fobi 目录页，TechCrunch 只写参与方；累计 $4.12 亿数字见 https://stockanalysis.com/private/sakana-ai/ 。" }, { "name": "科理新序 Scinetics", "layer": "a1", "url": "https://finance.sina.com.cn/roll/2026-09-17/doc-inisayam0281545.shtml", "hq": "上海", "region": "中国", "founded": 2026, "desc": "AI4S 科学基座模型加干湿闭环自动化实验平台", "business_model": "卖平台或软件", "science_fields": [ "生物", "通用" ], "total_raised": "累计融资约近 5000 万元（该轮）", "funding": [ { "date": "2026-09", "round": "天使轮（新浪称首轮）", "amount": "近 5000 万元", "lead": "英诺科创基金（沂景资本、小苗朗程、麟阁创投跟投）", "src": "https://finance.sina.com.cn/roll/2026-09-17/doc-inisayam0281545.shtml" } ], "also_in": [ { "t": "AIDD 药物发现图谱", "u": "https://aidd-map.vercel.app" } ], "note": "补充收录。当前模型聚焦生命科学，未来拓展其他学科（智东西 https://aichip001.com/p/594730.html ），若定性偏生物请交 AIDD。官网、fm、开源情况未查到，url 用融资报道页。" }, { "name": "Chai Discovery", "layer": "b0", "url": "https://www.chaidiscovery.com", "desc": "分子结构预测与抗体设计模型", "pointer_only": true, "also_in": [ { "t": "AIDD 药物发现图谱", "u": "https://aidd-map.vercel.app" } ], "note": "药物发现不在本图，这里只放代表；完整卡片（融资、管线、合作药企）见 AIDD 图谱。" }, { "name": "Insilico Medicine", "layer": "b0", "url": "https://insilico.com", "desc": "生成式 AI 设计药物，多条管线进临床", "pointer_only": true, "also_in": [ { "t": "AIDD 药物发现图谱", "u": "https://aidd-map.vercel.app" } ], "note": "药物发现不在本图，这里只放代表；完整卡片（融资、管线、合作药企）见 AIDD 图谱。" }, { "name": "Isomorphic Labs", "layer": "b0", "url": "https://www.isomorphiclabs.com", "desc": "Alphabet 旗下，用 AI 设计药物", "pointer_only": true, "also_in": [ { "t": "AIDD 药物发现图谱", "u": "https://aidd-map.vercel.app" } ], "note": "药物发现不在本图，这里只放代表；完整卡片（融资、管线、合作药企）见 AIDD 图谱。" }, { "name": "Recursion", "layer": "b0", "url": "https://www.recursion.com", "desc": "自动化实验 + AI 做药物发现（上市公司）", "pointer_only": true, "also_in": [ { "t": "AIDD 药物发现图谱", "u": "https://aidd-map.vercel.app" } ], "note": "药物发现不在本图，这里只放代表；完整卡片（融资、管线、合作药企）见 AIDD 图谱。" }, { "name": "Xaira Therapeutics", "layer": "b0", "url": "https://xaira.com", "desc": "AI 设计蛋白和抗体药物", "pointer_only": true, "also_in": [ { "t": "AIDD 药物发现图谱", "u": "https://aidd-map.vercel.app" } ], "note": "药物发现不在本图，这里只放代表；完整卡片（融资、管线、合作药企）见 AIDD 图谱。" }, { "name": "Aionics", "layer": "c1", "url": "https://aionics.io", "hq": "帕洛阿尔托", "region": "海外", "founded": 2020, "desc": "AI 加量子模拟设计电池电解液", "business_model": "卖数据或服务", "science_fields": [ "材料", "化学" ], "open_source": { "v": "闭源", "src": "https://aionics.io" }, "partners": [ { "n": "Cellforce Group（保时捷电池子公司）", "date": "2024-12", "v": "联合开发协议；另与一家电动航空厂商签联合开发", "src": "https://www.globenewswire.com/fr/news-release/2024/12/05/2992366/0/en/Aionics-Unveils-Expansion-into-Aviation-Batteries-Fueled-by-Strategic-Investments-and-Industry-Partnerships.html" } ], "total_raised": "累计融资未披露（聚合页口径约 $11M，未采）", "funding": [ { "date": "2024-12", "round": "超额认购轮（未标轮次）", "amount": "未披露", "lead": "Trousdale Ventures、UP.Partners（MINTS 密歇根大学、Avila VC 参与）", "src": "https://www.globenewswire.com/fr/news-release/2024/12/05/2992366/0/en/Aionics-Unveils-Expansion-into-Aviation-Batteries-Fueled-by-Strategic-Investments-and-Industry-Partnerships.html" } ], "note": "资料少；官网域名按公司名推定，未逐页核对。" }, { "name": "Altrove", "layer": "c1", "url": "https://altrove.ai", "hq": "巴黎", "region": "海外", "founded": 2024, "desc": "AI 预测加自动化合成，做无稀土、无钴的磁体与关键材料替代品", "business_model": "自建实验室做发现", "science_fields": [ "材料" ], "open_source": { "v": "闭源", "src": "https://altrove.ai" }, "total_raised": "累计约 $14M（Forbes 2025-12 口径）", "funding": [ { "date": "2025-10", "round": "种子轮", "amount": "$10M", "lead": "Alven（Bpifrance Digital Venture、Contrarian、Emblem 参与）", "src": "https://www.forbes.com/sites/gauravsharma/2025/12/08/could-ai-driven-materials-discovery-be-the-next-big-investment-boom/" }, { "date": "2024-07", "round": "Pre-Seed", "amount": "€3.7M", "lead": "Contrarian Ventures（Emblem 参与）", "src": "https://parsers.vc/startup/altrove.ai/" } ], "note": "成立月份未查到。" }, { "name": "Chemix", "layer": "c1", "url": "https://www.chemix.ai", "hq": "森尼韦尔", "region": "海外", "founded": 2021, "desc": "AI 设计电动车电池电解液并自产定制电芯", "business_model": "卖数据或服务", "science_fields": [ "材料", "化学" ], "open_source": { "v": "闭源", "src": "https://www.chemix.ai" }, "total_raised": "累计融资未披露（前 CTO 个人页称超过 $30M）", "funding": [ { "date": "2024-04", "round": "A 轮", "amount": "$20M", "lead": "Ibex Investors（BNP Paribas Solar Impulse 等参与）", "src": "https://www.thestar.com.my/tech/tech-news/2024/04/25/artificial-intelligence-offers-an-opportunity-to-improve-ev-batteries" } ], "note": "FAR.AI 的前 CTO 页以过去式提到该公司（2026-07），公司现状未核实，资料偏旧，建议复核是否仍运营。" }, { "name": "Dunia Innovations", "layer": "c1", "url": "https://dunia.ai", "hq": "柏林", "region": "海外", "founded": 2022, "desc": "AI 加机器人的自驱动实验室，发现电催化剂等材料", "business_model": "自建实验室做发现", "science_fields": [ "材料", "化学" ], "open_source": { "v": "闭源", "src": "https://dunia.ai" }, "flagship_model": { "v": "IRIS 平台（第二代，2025-05 上线）", "src": "https://tech.eu/2026/05/20/dunia-innovations-unveils-eur280m-berlin-gigalab-to-industrialise-ai-driven-materials-discovery/" }, "milestones": [ { "k": "里程碑", "v": "宣布 2.8 亿欧元、6000 平方米的 Berlin GigaLab，计划 2028 年运行", "date": "2026-05", "src": "https://tech.eu/2026/05/20/dunia-innovations-unveils-eur280m-berlin-gigalab-to-industrialise-ai-driven-materials-discovery/" } ], "partners": [ { "n": "BASF、Siemens Energy、HZB、弗里茨·哈伯研究所、柏林工大", "date": "2026-04", "v": "加入德国 BMFTR 出资 €30M 的 ASCEND 催化剂联盟（官方起始 2026-04-01）", "src": "https://www.fhi.mpg.de/2252864/2026-06-12_ASCEND_Official_Launch?print=yes" }, { "n": "Siemens、ABB Robotics、NVIDIA、AWS", "date": "2026-05", "v": "为 GigaLab 提供核心技术", "src": "https://tech.eu/2026/05/20/dunia-innovations-unveils-eur280m-berlin-gigalab-to-industrialise-ai-driven-materials-discovery/" } ], "total_raised": "确认累计 $11.5M（2024-10 之后未查到新融资公告）", "funding": [ { "date": "2024-10", "round": "未标明轮次（redalpine 称种子轮）", "amount": "$11.5M", "lead": "Elaia、redalpine 共同领投（EIC、Pace、Kindred、Deep Science Ventures、Anglo American 跟投）", "src": "https://www.elaia.com/wp-content/uploads/2024/10/PR-Dunia.pdf" } ], "note": "成立月份未查到。FII 投资人简报称有 3850 万美元签约合作，为第三方 PDF，不采为融资。" }, { "name": "Entalpic", "layer": "c1", "url": "https://entalpic.ai", "hq": "巴黎", "region": "海外", "founded": 2024, "desc": "生成式 AI 加模拟设计催化与电池材料，并自建实验室验证", "business_model": "卖数据或服务", "science_fields": [ "材料", "化学" ], "open_source": { "v": "闭源", "src": "https://entalpic.ai" }, "milestones": [ { "k": "里程碑", "v": "AI 生成材料首次在自家实验室合成", "date": "2026-01", "src": "https://chemanager-online.com/en/publication/download/issue-2026-1.pdf?long_id=e70e6a81ca0f4ae8e106daa49b89b626" } ], "partners": [ { "n": "OCP Group（SPS）", "date": "2025", "v": "首个产业合作；另与里尔中央理工 REALCAT 合作高通量催化", "src": "https://chemanager-online.com/en/publication/download/issue-2026-1.pdf?long_id=e70e6a81ca0f4ae8e106daa49b89b626" } ], "total_raised": "确认累计约 €8.5M；PitchBook、tech.eu 显示 2026-10 另有一轮，金额未披露", "funding": [ { "date": "2024-09", "round": "种子轮", "amount": "€8.5M", "lead": "Breega、Cathay Innovation、Felicis", "src": "https://parsers.vc/startup/entalpic.ai/" } ], "note": "fm 成立月份官方写春季 2024，具体月份未查到（chemanager 称 2024 春）。" }, { "name": "Materials Nexus（MatNex）", "layer": "c1", "url": "https://matnex.ai", "hq": "伦敦", "region": "海外", "founded": 2020, "desc": "AI 加量子计算筛材料，做出无稀土磁体 MagNex", "business_model": "卖数据或服务", "science_fields": [ "材料" ], "open_source": { "v": "闭源", "src": "https://matnex.ai" }, "milestones": [ { "k": "里程碑", "v": "AI 筛选逾 1 亿种组合，公布无稀土永磁体 MagNex（公司称用时 3 个月）", "date": "2024-06", "src": "https://thenextweb.com/news/uk-startup-ai-to-discover-new-materials-rare-earth-free-magnet" } ], "partners": [ { "n": "谢菲尔德大学 Royce 研究所", "date": "2025-12", "v": "合金开发与表征合作案例", "src": "https://sheffield.ac.uk/royce-institute/impact-and-outreach/impact/case-studies/collaboration-rapidly-develops-rare-earth-free-materials" } ], "total_raised": "累计融资未披露（TNW 2024-06 称含拨款约 $5M）", "funding": [ { "date": "2023", "round": "种子轮", "amount": "£2M", "lead": "Ada Ventures（Cambridge Enterprise Ventures、MD One 参与）", "src": "https://www.deep-tech-week.com/organizations/matnex" } ], "note": "fm 与成立月份未查到；官网域名按公司名推定。资料少。" }, { "name": "Mattiq", "layer": "c1", "url": "https://mattiq.com", "hq": "斯科基（芝加哥地区）", "region": "海外", "founded": 2020, "desc": "芯片上打印数十万种纳米材料，批量生成训练 AI 的实验数据", "business_model": "卖数据或服务", "science_fields": [ "材料" ], "open_source": { "v": "闭源", "src": "https://mattiq.com" }, "milestones": [ { "k": "里程碑", "v": "筛出可替代铱的水电解催化剂候选，公司称降低电解成本 60%", "date": "2025-11", "src": "https://pubs.acs.org/doi/10.1021/cen-10322-cover5" } ], "partners": [ { "n": "Heraeus", "date": "2026-03", "v": "合作电催化剂创新", "src": "https://www.cbinsights.com/company/mattiq" } ], "total_raised": "据 C&EN 2025-11，A 轮前累计融资约 $20M；2026-09 播客称近 $25M 并在募 A 轮", "funding": [ { "date": "2024-12", "round": "种子轮", "amount": "$4.5M", "lead": "未披露", "src": "https://pitchbook.com/profiles/company/459426-61" } ], "note": "前名 Stoicheia；Mirkin 为联合创始人（已在 C&EN 公开）。" }, { "name": "Mitra Chem", "layer": "c1", "url": "https://www.mitrachem.com", "hq": "山景城", "region": "海外", "founded": 2021, "desc": "用 AI 加速锂电正极材料研发并自产铁基正极", "business_model": "自建实验室做发现", "science_fields": [ "材料" ], "open_source": { "v": "闭源", "src": "https://www.mitrachem.com" }, "total_raised": "累计融资未披露（Crustdata 聚合页称含政府拨款共约 $188M，未找到一手出处）", "funding": [ { "date": "2023", "round": "B 轮", "amount": "$60M", "lead": "General Motors", "src": "https://economictimes.indiatimes.com/topic/mitra-chem" } ], "note": "偏电池材料制造商，AI 是研发手段，分层可商榷。B 轮具体月份、官方公告页未核到，仅见 Economic Times 话题页转述。" }, { "name": "Periodic Labs", "layer": "c1", "url": "https://periodic.com", "hq": "门洛帕克", "region": "海外", "founded": 2025, "desc": "自建高通量实验室，用 AI 科学家和自训模型找超导体与磁体", "business_model": "自建实验室做发现", "science_fields": [ "材料", "物理与工程" ], "open_source": { "v": "闭源", "src": "https://www.menlotimes.com/post/periodic-labs-introduces-periodic-neon" }, "flagship_model": { "v": "Periodic Neon（1T 参数，针对 XRD 分析后训练）", "src": "https://www.menlotimes.com/post/periodic-labs-introduces-periodic-neon" }, "milestones": [ { "k": "产品", "v": "发布 Periodic Neon，部署于 Menlo Park 实验室做 X 射线衍射结果分析（基准为公司自建，未经第三方复现）", "date": "2026-09", "src": "https://www.menlotimes.com/post/periodic-labs-introduces-periodic-neon" } ], "valuation": { "v": "约 $7.5B（洽谈中）", "date": "2026-05", "kind": "Forbes 报道 advanced talks，未确认交割；Bloomberg 2026-03 报洽谈约 $7B", "src": "https://www.forbes.com/sites/iainmartin/2026/05/07/former-openai-researcher-to-raise-500-million-for-ai-science-startup/" }, "total_raised": "已确认累计融资 $300M；A 轮仅见媒体报道，公司未公告", "funding": [ { "date": "2025-09", "round": "种子轮", "amount": "$300M", "lead": "a16z（Felicis、Accel 等参与）", "post": "投后约 $1.3B（投资人口径）", "src": "https://www.siliconvalley.com/2026/03/25/ai-science-startup-periodic-labs-is-in-deal-talks-at-about-7-billion-valuation/" }, { "date": "2026-05", "round": "A 轮（洽谈中，未确认交割）", "amount": "至少 $500M", "lead": "AMP（Forbes 称由其领投）", "post": "约 $7.5B", "src": "https://www.forbes.com/sites/iainmartin/2026/05/07/former-openai-researcher-to-raise-500-million-for-ai-science-startup/" } ], "note": "成立月份官方未查到（种子轮 2025-09 公布）。Forge 等二级市场页显示 A 轮 2026-06-03 $750M，来源为聚合页、未找到一手公告，不采；axevil 页 2026-10 仍写 A 轮未关闭。Neon 的 CoreWeave、芯片厂商客户等说法仅见二手聚合页，未采。" }, { "name": "Polaron", "layer": "c1", "url": "https://www.polaron.ai", "hq": "伦敦", "region": "海外", "founded": 2023, "desc": "用显微图像训练 AI，关联材料工艺、结构与性能并生成设计", "business_model": "卖平台或软件", "science_fields": [ "材料" ], "open_source": { "v": "闭源", "src": "https://www.polaron.ai" }, "milestones": [ { "k": "里程碑", "v": "获英国政府 Manchester Prize 第一轮胜出，奖金 £100 万", "date": "2025-03", "src": "https://www.gov.uk/government/publications/manchester-prize-successful-finalists/manchester-prize-round-1-winner-published-19-march-2025" } ], "total_raised": "累计融资未披露（本轮 $8M 为已知最新一轮）", "funding": [ { "date": "2026-02", "round": "未标明轮次", "amount": "$8M", "lead": "Racine2（Speedinvest、Futurepresent 参与）", "src": "https://tech.eu/2026/02/03/polaron-completes-8m-funding-round-for-materials-science-intelligence" } ], "customers": [ "公司称客户含占全球电动车产量三分之一以上的整车厂（未点名）" ], "note": "成立年份依 PitchBook 类页面推测，官方称 Imperial 7 年研究后分拆，未核到精确年份与月份，founded 取 2023 存疑。" }, { "name": "Radical AI", "layer": "c1", "url": "https://www.radical-ai.com", "hq": "纽约", "region": "海外", "founded": 2024, "desc": "自建自驱动实验室，AI 设计并合成无机合金等新材料", "business_model": "自建实验室做发现", "science_fields": [ "材料" ], "open_source": { "v": "闭源", "src": "https://www.radical-ai.com/news/series-seed" }, "milestones": [ { "k": "里程碑", "v": "入选美国能源部 Genesis Mission（R&D World 报道）", "date": "2026-01", "src": "https://www.rdworldonline.com/how-radical-ai-is-building-a-self-driving-materials-lab/" } ], "partners": [ { "n": "Goodfire", "date": "2025-07", "v": "合作用可解释性方法研究材料生成模型", "src": "https://www.goodfire.ai/blog/radical-partnership-announcement" } ], "total_raised": "确认累计 $55M；R&D World 提到「据报道 $60M A 轮」，未找到公司公告", "funding": [ { "date": "2025-07", "round": "种子轮（Seed+）", "amount": "$55M", "lead": "RTX Ventures（NVentures、Eni Next、AlleyCorp 等跟投）", "src": "https://www.radical-ai.com/news/series-seed" } ], "note": "成立月份、估值、收入未查到。" }, { "name": "创材深造 Deep Material", "layer": "c1", "url": "https://deepmaterial.ai", "hq": "苏州", "region": "中国", "founded": 2021, "desc": "AI 加高通量实验研发高端金属材料，销售 3D 打印金属粉末", "business_model": "卖数据或服务", "science_fields": [ "材料" ], "open_source": { "v": "闭源", "src": "https://www.cnr.cn/mspd/msgc/qwfb/20260917/t20260917_527816466.shtml" }, "flagship_model": { "v": "M-Loop 智能系统、M-Lab 高通量平台、M-Data 数据集", "src": "https://www.cnr.cn/mspd/msgc/qwfb/20260917/t20260917_527816466.shtml" }, "total_raised": "累计融资未披露", "funding": [ { "date": "2026-09", "round": "A+ 轮", "amount": "近 1 亿元人民币", "lead": "源码资本、金雨茂物联合领投（亿宸资本等跟投）", "src": "https://www.cnr.cn/mspd/msgc/qwfb/20260917/t20260917_527816466.shtml" } ], "note": "网易稿称已发布近 20 款新材料、多款量产（https://www.163.com/dy/article/L6UGAA8R05198R3E.html），公司自述。官网域名未核实。" }, { "name": "和光智成", "layer": "c1", "url": "https://www.thecover.cn/news/cBmIkGtU2wOH90qSdq8Jkw==", "hq": "北京", "region": "中国", "founded": 2025, "founded_month": "2025-12", "desc": "AI 驱动材料智能设计与制造，主打「材料 Token」模式，自建实验室", "business_model": "自建实验室做发现", "science_fields": [ "材料" ], "total_raised": "累计融资未披露", "funding": [ { "date": "2026-08", "round": "天使轮", "amount": "数千万元人民币", "lead": "未披露", "src": "https://www.thecover.cn/news/cBmIkGtU2wOH90qSdq8Jkw==" } ], "note": "资料很少，仅见封面新闻一篇；未找到官网，url 用报道页；产品、开源情况未查到。" }, { "name": "深度原理 Deep Principle", "layer": "c1", "url": "https://www.deepprinciple.com", "hq": "杭州", "region": "中国", "founded": 2024, "desc": "AI 加量子化学加高通量实验，做材料化学研发和 AI 科学家平台 Mira", "business_model": "卖数据或服务", "science_fields": [ "材料", "化学" ], "open_source": { "v": "闭源", "src": "https://m.pedaily.cn/news/566266" }, "flagship_model": { "v": "MPA（物性预测）、SAGA（材料生成）、OA-ReactDiff / React-OT（过渡态生成）", "src": "https://m.pedaily.cn/news/566266" }, "milestones": [ { "k": "产品", "v": "公司称过渡态生成从数天或数月缩短到 0.4 秒；推出 AI Scientist 平台 Mira", "date": "2026-07", "src": "https://m.pedaily.cn/news/566266" } ], "partners": [ { "n": "欧莱雅", "date": "2026-09", "v": "化妆品配方改进项目（公司称推荐分子 80% 优于原配方分子）", "src": "https://csf.kiep.go.kr/newsView.es?article_id=60558&mid=a20100000000&search_option=ALL&search_keyword=&search_year=&search_month=¤tPage=3&pageCnt=10" } ], "total_raised": "A 系列累计融资近 10 亿元（公司口径）", "funding": [ { "date": "2026-07", "round": "A3 轮（A 系列累计）", "amount": "A 系列累计近 10 亿元人民币", "lead": "孚腾资本领投（华控基金、康君资本、高瓴创投、祥峰投资、戈壁创投、联想之星、百度风投等）", "src": "https://www.chinastarmarket.cn/detail/2426116" } ], "note": "官网域名未核实；成立月份未查到。欧莱雅合作出自韩国对外经济政策研究院转述，未找到公司原稿。" }, { "name": "鼎犀智创 Rhinovate", "layer": "c1", "url": "https://www.rhinovate.com", "hq": "深圳", "region": "中国", "founded": 2025, "founded_month": "2025-07", "desc": "北大孵化，AI 科学家加自主实验室做新材料研发（RhinoMat 材料大模型）", "business_model": "自建实验室做发现", "science_fields": [ "材料" ], "open_source": { "v": "闭源", "src": "https://www.zgcgroup.com.cn/xwzx/jtyw/art/2026/art_2cc7af98830b4f06adc31d5142815793.html" }, "flagship_model": { "v": "RhinoMat 材料基础大模型、RhinoAI 智能研发平台", "src": "https://www.zgcgroup.com.cn/xwzx/jtyw/art/2026/art_2cc7af98830b4f06adc31d5142815793.html" }, "total_raised": "累计融资未披露", "funding": [ { "date": "2026-09", "round": "Pre-A 轮", "amount": "数亿元人民币", "lead": "鼎晖百孚领投（九合创投、彬复资本、龙芯创投、顺禧基金、中关村资本跟投）", "src": "https://xincailiao.ofweek.com/news/2026-09/ART-180424-8120-30701504.html" }, { "date": "2026-03", "round": "天使+ 轮", "amount": "未披露", "lead": "晶泰科技、上海未来产业基金联合领投", "src": "https://www.lieyunpro.com/archives/500844" } ], "note": "官网域名未核实；天使轮由昆仲资本、元生创投投资（OFweek 稿）。" }, { "name": "Albert Invent", "layer": "c2", "url": "https://www.albertinvent.com", "hq": "奥克兰", "region": "海外", "founded": 2023, "desc": "化学原生 AI 研发平台，帮企业优化配方与实验设计", "business_model": "卖平台或软件", "science_fields": [ "化学", "材料" ], "open_source": { "v": "闭源", "src": "https://www.albertinvent.com" }, "flagship_model": { "v": "Albert 平台与配方基准 FormBench", "src": "https://www.albertinvent.com/press-release-post/albert-raises-55m-series-b-to-scale-the-first-chemistry-native-ai" }, "partners": [ { "n": "Avient、Clorox、Chemours", "date": "2026", "v": "客户或合作（Caplight 汇总的官方稿标题）", "src": "https://www.caplight.com/company/albertinvent" } ], "also_layers": [ "d2" ], "total_raised": "累计融资未披露（Caplight 汇总约 $105M，未采）", "funding": [ { "date": "2026-10", "round": "B 轮", "amount": "$55M", "lead": "TCV（Delta-v、Socium、HighSage、Coral、Legion 新进；Coatue、J.P. Morgan、Index、Applied Ventures 老股东）", "src": "https://www.albertinvent.com/press-release-post/albert-raises-55m-series-b-to-scale-the-first-chemistry-native-ai" } ], "note": "偏研发数据与配方优化软件，分层可考虑改 d2。founded 取 2023 为 Caplight 的种子轮日期推测，官方成立年份未核到，存疑。" }, { "name": "Citrine Informatics", "layer": "c2", "url": "https://citrine.io", "hq": "红木城", "region": "海外", "founded": 2013, "desc": "材料与化学数据平台，用机器学习做配方和材料研发", "business_model": "卖平台或软件", "science_fields": [ "材料", "化学" ], "open_source": { "v": "不做模型", "src": "https://citrine.io/company/" }, "flagship_model": { "v": "Citrine Platform", "src": "https://citrine.io/company/" }, "total_raised": "累计融资未披露（聚合页口径 $51.6M 与 $69.1M 不一致，未采）", "funding": [ { "date": "2023-01", "round": "C 轮", "amount": "$16M", "lead": "Prelude Ventures（Innovation Endeavors 等参与）", "src": "https://parsers.vc/startup/citrine.io/" } ], "customers": [ "Panasonic", "Michelin", "LANXESS", "Eastman", "LyondellBasell" ], "note": "C 轮日期各页不一（Crustdata 称 2022-11，Parsers 称 2023-01 报道），取报道日期。Citrine 的 LinkedIn 帖称将参与 Genesis Mission 相关项目（2025-12），非官方公告。2023-09 另有 $5M（Crustdata 页，未核一手）。" }, { "name": "CuspAI", "layer": "c2", "url": "https://www.cusp.ai", "hq": "剑桥（英国）", "region": "海外", "founded": 2024, "desc": "生成式 AI 平台 MIRA，按性能反向设计材料，并联合产业伙伴建验证网络", "business_model": "卖平台或软件", "science_fields": [ "材料", "化学" ], "open_source": { "v": "部分开源", "src": "https://github.com/cusp-ai-oss/kups" }, "flagship_model": { "v": "MIRA 平台（基于 Meta UMA 与自研 kUPS）", "src": "https://rushcommerce.dev/blog/cuspai-450m-ai-materials-foundry-close-the-loop" }, "milestones": [ { "k": "里程碑", "v": "发布 AI Materials Foundry，创始成员 45+，含 Nvidia、Meta、三星、现代、应用材料", "date": "2026-07", "src": "https://thenextweb.com/news/cuspai-ai-materials-foundry-coalition-450m" } ], "partners": [ { "n": "Kemira", "date": "2026-07", "v": "6 个月内在 300 万亿候选结构中筛出 20 个待验证新分子（NEA 博客转述）", "src": "https://www.nea.com/blog/from-algorithms-to-atoms-part-ii-doubling-down-on-cuspai" }, { "n": "ASML、现代汽车集团", "date": "2026-07", "v": "已宣布合作（NEA 博客）", "src": "https://www.nea.com/blog/from-algorithms-to-atoms-part-ii-doubling-down-on-cuspai" }, { "n": "Meta、NVIDIA", "date": "2026-07", "v": "Meta 提供 UMA 原子模型，NVIDIA 提供算力，同为 Foundry 创始成员", "src": "https://thenextweb.com/news/cuspai-ai-materials-foundry-coalition-450m" } ], "valuation": { "v": "$2.6B", "date": "2026-07", "kind": "B 轮估值，New Electronics、TNW 报道", "src": "https://www.newelectronics.co.uk/content/news/cuspai-raises-450m-to-accelerate-ai-driven-materials-discovery" }, "total_raised": "累计约 $550M（A 轮加 B 轮合计）", "funding": [ { "date": "2026-07", "round": "B 轮", "amount": "$450M", "lead": "Kleiner Perkins、NEA 联合领投（Bezos Expeditions、Lux、AMD Ventures、英国主权 AI 基金等）", "post": "投后 $2.6B", "src": "https://thenextweb.com/news/cuspai-ai-materials-foundry-coalition-450m" }, { "date": "2025-09", "round": "A 轮", "amount": "$100M", "lead": "NEA、Temasek 联合领投（NVentures、三星、现代等参与）", "src": "https://fortune.com/2025/09/10/cuspai-raises-100-million-in-new-venture-capital-funding-ai-for-chemistry/" } ], "note": "成立月份未查到。kUPS 开源代码、许可证未核；MIRA 本体闭源。Parsers 页显示 2026-06 另有 $400M 轮次，疑为 B 轮早期报道，不采。" }, { "name": "Matlantis", "layer": "c2", "url": "https://matlantis.com", "hq": "东京", "region": "海外", "founded": 2021, "founded_month": "2021-06", "desc": "通用原子模拟器，神经网络势函数 PFP 覆盖全部天然元素", "business_model": "卖平台或软件", "science_fields": [ "材料", "化学" ], "open_source": { "v": "闭源", "src": "https://matlantis.com/en/company/profile/" }, "flagship_model": { "v": "PFP v7（96 种元素，训练集 5900 万结构）", "src": "https://www.preferred.jp/en/news/pr20240917" }, "milestones": [ { "k": "产品", "v": "PFP v7 发布，支持任意组合 96 种元素", "date": "2024-09", "src": "https://www.preferred.jp/en/news/pr20240917" } ], "partners": [ { "n": "ENEOS", "date": "2025-03", "v": "结合 NVIDIA ALCHEMI 与 Matlantis 探索数据中心浸没冷却液和润滑油", "src": "https://www.eneos.co.jp/information/upload_pdf/20250331_01_01_1190263.pdf" } ], "total_raised": "累计融资未披露（股东为 Preferred Networks、ENEOS、三菱商事，三菱 2024-06 入股）", "note": "运营主体名 Preferred Computational Chemistry（PFCC），由 Preferred Networks 与 ENEOS 合资。region 写海外，因总部在日本。" }, { "name": "NobleAI", "layer": "c2", "url": "https://noble.ai", "hq": "旧金山", "region": "海外", "founded": 2018, "desc": "科学增强 AI 平台，预测化学品、电池与材料配方性能", "business_model": "卖平台或软件", "science_fields": [ "材料", "化学" ], "open_source": { "v": "闭源", "src": "https://noble.ai" }, "flagship_model": { "v": "NobleChemistry、NobleBattery、NobleReactor", "src": "https://parsers.vc/startup/noble.ai/" }, "total_raised": "累计融资未披露（CB Insights 称 $30.5M，PitchBook 称 $40.6M，口径不一，未采）", "funding": [ { "date": "2024-04", "round": "A 轮延期", "amount": "超过 $10M", "lead": "Sway Ventures、Dorilton Ventures", "src": "https://www.aiwire.net/tag/nobleai/" }, { "date": "2023-04", "round": "A 轮", "amount": "超过 $17M", "lead": "M12（微软创投）、Chevron Technology Ventures 等", "src": "https://parsers.vc/startup/noble.ai/" } ], "note": "2024-04 之后融资动态未查到。2023-04 A 轮领投方以聚合页为据，原稿未核。" }, { "name": "Orbital Industries（原 Orbital Materials）", "layer": "c2", "url": "https://www.orbitalindustries.com", "hq": "伦敦", "region": "海外", "founded": 2022, "desc": "开源 Orb 原子势函数，自家用于设计材料和数据中心冷却硬件", "business_model": "自建实验室做发现", "science_fields": [ "材料", "化学" ], "open_source": { "v": "开源权重", "lic": "Apache-2.0", "src": "https://github.com/orbital-materials/orb-models" }, "flagship_model": { "v": "Orb-v3、OrbMol", "src": "https://arxiv.org/abs/2504.06231" }, "milestones": [ { "k": "论文", "v": "arXiv 发布 Orb-v3（2025）", "date": "2025-04", "src": "https://arxiv.org/abs/2504.06231" }, { "k": "产品", "v": "首个 Orb 开源模型发布", "date": "2024-09", "src": "https://www.globenewswire.com/fr/news-release/2024/09/03/2939615/0/en/Orbital-Materials-Launches-Orb-the-World-s-Leading-AI-Model-for-Advanced-Materials.html" } ], "total_raised": "累计融资未披露（A 轮及更早未逐条核）", "funding": [ { "date": "2026-05", "round": "B 轮", "amount": "$50M", "lead": "Plural（NVentures、Radical Ventures、Compound、Fly Ventures 参与）", "src": "https://fortune.com/2026/05/28/exclusive-orbital-industries-raises-50-million-series-b-funding-round-ai-to-discover-exotic-new-materials/" } ], "note": "2026-05 随 B 轮改名 Orbital Industries，主营转向无 PFAS 冷却液和数据中心设施，早期的碳捕集材料线为次要。成立月份未查到。" }, { "name": "Rowan", "layer": "c2", "url": "https://rowansci.com", "hq": "波士顿", "region": "海外", "founded": 2023, "desc": "云端平台用机器学习势函数跑量子化学与分子模拟", "business_model": "卖平台或软件", "science_fields": [ "化学", "材料" ], "open_source": { "v": "闭源", "src": "https://rowansci.com" }, "flagship_model": { "v": "Rowan 平台与 Rowan Benchmarks（含 Orb-v3 等第三方方法）", "src": "https://benchmarks.rowansci.com/methods/orb-v3" }, "total_raised": "累计融资 $2.1M（2024-12 之后未查到新融资）", "funding": [ { "date": "2024-12", "round": "Pre-Seed", "amount": "$2.1M", "lead": "Pillar VC（AI Grant 及天使参与）", "src": "https://rowansci.com/blog/rowan-announces-pre-seed-funding" } ], "note": "客户含药物发现与材料两类，药物用途占比未查到；主业为通用计算化学工具，暂留本图，需交叉复核。成立月份未查到；开源仓库未核。" }, { "name": "SandboxAQ", "layer": "c2", "url": "https://www.sandboxaq.com", "hq": "帕洛阿尔托", "region": "海外", "founded": 2022, "desc": "大定量模型（LQM）做催化剂与材料模拟，另有密码安全和导航业务", "business_model": "卖平台或软件", "science_fields": [ "材料", "化学", "生物" ], "open_source": { "v": "部分开源", "lic": "非商用（原文 non-commercial）", "src": "https://huggingface.co/datasets/SandboxAQ/aqcat25-dataset" }, "flagship_model": { "v": "AQCat（催化剂 LQM）、AQChemSim", "src": "https://stockanalysis.com/private/sandboxaq/" }, "milestones": [ { "k": "里程碑", "v": "美国商务部 CHIPS 办公室授予 $5 亿，开发芯片制造所需的新化学品和金属，政府取得少数无投票权股权", "date": "2026-06", "src": "https://thenextweb.com/news/sandboxaq-500-million-chips-act-materials-ai" }, { "k": "产品", "v": "发布 AQCat25 催化数据集，1350 万条 DFT 轨迹（Hugging Face 页口径）", "date": "2025-09", "src": "https://huggingface.co/datasets/SandboxAQ/aqcat25-dataset" } ], "also_layers": [ "c1" ], "valuation": { "v": "$5.75B", "date": "2025", "kind": "TNW 引述的上一年估值；F 轮估值 $13.9B 仅见聚合页", "src": "https://thenextweb.com/news/sandboxaq-500-million-chips-act-materials-ai" }, "total_raised": "累计融资未披露", "funding": [ { "date": "2026-05", "round": "F 轮", "amount": "$500M（聚合页口径）", "lead": "未披露", "post": "$13.9B（聚合页口径）", "src": "https://intelligence.mts.now/atlas/sandboxaq" }, { "date": "2025-04", "round": "E 轮", "amount": "$450M", "lead": "未核（Google、NVIDIA 等参与）", "src": "https://finance.yahoo.com/quote/SAAQ.PVT/profile/" } ], "also_in": [ { "t": "AIDD 药物发现图谱", "u": "https://aidd-map.vercel.app" } ], "note": "业务跨药物（AQPotency 等）、网络安全、导航，科学 AI 只是其中一块；药物线归 AIDD 图谱。F 轮、$13.9B 未找到一手公告，需复核。成立年份：独立运营于 2022。" }, { "name": "Chemify", "layer": "c3", "url": "https://www.chemify.io", "hq": "格拉斯哥", "region": "海外", "founded": 2022, "desc": "化学编程语言 chiDL 加机器人合成，自动化做分子与材料发现", "business_model": "自建实验室做发现", "science_fields": [ "化学", "材料" ], "open_source": { "v": "闭源", "src": "https://www.chemify.io" }, "milestones": [ { "k": "论文", "v": "Chemputation 三篇论文先后发表于 PNAS、Nature Communications Chemistry、Nature Communications Biology", "date": "2026-04", "src": "https://www.businesswire.com/news/home/20260409370277/en/Chemify-Founder-Publishes-Three-Papers-Validating-Chemputation-to-Reimagine-New-Chemical-Discovery-and-Development" }, { "k": "里程碑", "v": "格拉斯哥首个全自动 Chemifarm 开业（Zeon 稿称「去年」，即 2025 年）", "date": "2025-06", "src": "https://www.zeon.co.jp/en/news/assets/pdf/260212.pdf" } ], "partners": [ { "n": "Zeon", "date": "2026-02", "v": "战略投资加合作，用 Chemputation 设计和合成新化合物与材料", "src": "https://www.zeon.co.jp/en/news/assets/pdf/260212.pdf" } ], "total_raised": "累计融资超过 £1.1 亿（公司 2026-10 口径）", "funding": [ { "date": "2026-09", "round": "B 轮延期（加 £22M 政府拨款）", "amount": "B 轮累计 £51.9M；拨款 £22M（Scottish Enterprise £16M、英国政府 £6M）", "lead": "Wing Venture Capital、Insight Partners 联合领投", "src": "https://investor.wedbush.com/wedbush/article/bizwire-2026-10-22-chemify-appoints-rima-alameddine-to-its-board-of-directors" }, { "date": "2025-10", "round": "B 轮", "amount": "$50M", "lead": "Wing Venture Capital、Insight Partners", "src": "https://cen.acs.org/business/informatics/AI-drug-synthesizer-Chemify-raises/103/web/2025/10" }, { "date": "2023-08", "round": "A 轮", "amount": "$43M", "lead": "见 C&EN 报道", "src": "https://cen.acs.org/business/informatics/AI-drug-synthesizer-Chemify-raises/103/web/2025/10" } ], "note": "成立年份各页不一（2019、2020、2022 均见），取 2022 分拆年（摩熵页口径），需复核；业务含制药，药物比重未查到，C&EN 标题称「AI 药物合成器」，如主业偏药物则交回 AIDD 图谱。同时有 £89.9M 格拉斯哥总部扩建计划。" }, { "name": "SYNTHIA（Merck KGaA）", "layer": "c3", "url": "https://www.synthiaonline.com", "hq": "达姆施塔特", "region": "海外", "founded": 2012, "desc": "逆合成规划软件，用专家编码规则加 AI 设计合成路线", "business_model": "大厂产品线", "science_fields": [ "化学" ], "open_source": { "v": "闭源", "src": "https://www.synthiaonline.com/about" }, "flagship_model": { "v": "SYNTHIA Retrosynthesis Software（前身 Chematica）", "src": "https://www.synthiaonline.com/about" }, "milestones": [ { "k": "论文", "v": "前身 Chematica 于 2012 年 8 月发表", "date": "2012-08", "src": "https://www.synthiaonline.com/about" } ], "product_line_of": "Merck KGaA", "note": "产品页称拥有 10 万以上反应规则（含负面数据）、1200 万种可购起始原料（日文官方页与 about 页）；用户以制药为主，与 AIDDISON 联用，算合成化学通用工具，暂留本图。" }, { "name": "Anara", "layer": "d1", "url": "https://anara.com", "hq": "旧金山", "region": "海外", "founded": 2023, "founded_month": "2023-01", "desc": "原 Unriddle，AI 科研工作台，整库论文问答并给出段落级引用", "business_model": "卖平台或软件", "science_fields": [ "通用" ], "open_source": { "v": "闭源" }, "flagship_model": { "v": "Anara（多模型工作台）", "src": "https://anara.com" }, "total_raised": "累计融资约 $3M（YC 公司页自述）", "funding": [ { "date": "2024", "round": "种子轮", "amount": "$3M", "lead": "Y Combinator、GitHub 与 Reddit 创始人（YC 公司页口径，未列具体轮次时间）", "src": "https://www.ycombinator.com/companies/anara" } ], "key_data": [ { "k": "用户数", "v": "300 万", "date": "2026", "src": "https://www.ycombinator.com/companies/anara" }, { "k": "年收入", "v": "接近 $10M", "date": "2026", "src": "https://www.ycombinator.com/companies/anara" } ], "note": "fm 2023-01 是粗估（YC 页只写 Founded: 2023、Summer 2024 批次），待核。Simplify 称 2026-03 有 $13M 融资、投后 $70M，来源是聚合页，没找到一手，不采。2025-03 由 Unriddle 改名 Anara 同样来自聚合页。" }, { "name": "Consensus", "layer": "d1", "url": "https://consensus.app", "hq": "波士顿", "region": "海外", "founded": 2021, "desc": "面向科学论文的 AI 搜索引擎，给出带引用的证据型答案", "business_model": "卖平台或软件", "science_fields": [ "通用" ], "open_source": { "v": "闭源" }, "flagship_model": { "v": "Consensus（科学文献搜索与综合）", "src": "https://consensus.app" }, "revenue": { "v": "年化收入约 $1.5M", "date": "2024-07", "kind": "年化收入，公司自报", "src": "https://consensus.app/home/blog/announcing-our-11-5m-series-a-fundraise/" }, "total_raised": "累计约 $45.7M（Crustdata 汇总口径，公司未直接披露总额）", "funding": [ { "date": "2026-05", "round": "B 轮", "amount": "$30M", "lead": "GreatPoint Ventures（Union Square Ventures、NFDG、Draper Associates 等跟投）", "src": "https://consensus.app/home/blog/30m-in-new-funding-to-reach-the-next-10m-researchers/" }, { "date": "2024-07", "round": "A 轮", "amount": "$11.5M", "lead": "Union Square Ventures（Nat Friedman、Daniel Gross、Draper Associates 等跟投）", "src": "https://consensus.app/home/blog/announcing-our-11-5m-series-a-fundraise/" } ], "key_data": [ { "k": "月活用户", "v": "40 万以上", "date": "2024-07", "src": "https://consensus.app/home/blog/announcing-our-11-5m-series-a-fundraise/" }, { "k": "月活研究者（B 轮时领英转述公司帖）", "v": "250 万", "date": "2026-05", "src": "https://www.linkedin.com/feed/update/urn:li:activity:7459986676556189697/" } ], "note": "B 轮之后的收入未查到；250 万月活仅见领英转述，博客页未核到该数字。种子轮、种子前的细节取自 Crustdata 与 AI Wiki 等二手汇总，未单列。" }, { "name": "Elicit", "layer": "d1", "url": "https://elicit.com", "hq": "奥克兰", "region": "海外", "founded": 2023, "founded_month": "2023-09", "desc": "AI 读论文做文献检索、筛选和数据提取，生成带引用的综述表格", "business_model": "卖平台或软件", "science_fields": [ "通用" ], "open_source": { "v": "闭源" }, "flagship_model": { "v": "Elicit（文献检索、筛选、数据提取工作流）", "src": "https://elicit.com" }, "milestones": [ { "k": "里程碑", "v": "从非营利研究机构 Ought 分出，成为独立公益公司（PBC），同时宣布种子轮", "date": "2023-09", "src": "https://elicit.com/blog/elicit-raises-9-million-and-becomes-a-public-benefit-corporation" } ], "valuation": { "v": "$100M", "date": "2025-02", "kind": "A 轮估值，公司博客自述，未注明投前或投后", "src": "https://elicit.com/blog/series-a" }, "total_raised": "累计融资约 $31M（种子 $9M + A 轮 $22M，按公司公告相加）", "funding": [ { "date": "2025-02", "round": "A 轮", "amount": "$22M", "lead": "Spark Capital、Footwork（Fifty Years、Basis Set、Mythos 跟投）", "post": "$100M（博客写 at a $100M valuation，未注明投前或投后）", "src": "https://elicit.com/blog/series-a" }, { "date": "2023-09", "round": "种子轮", "amount": "$9M", "lead": "Fifty Years（Basis Set、Illusian、Mythos 等跟投）", "src": "https://elicit.com/blog/elicit-raises-9-million-and-becomes-a-public-benefit-corporation" } ], "key_data": [ { "k": "月活研究者", "v": "40 万以上", "date": "2025-02", "src": "https://elicit.com/blog/series-a" }, { "k": "月活研究者", "v": "20 万以上", "date": "2023-09", "src": "https://elicit.com/blog/elicit-raises-9-million-and-becomes-a-public-benefit-corporation" } ], "customers": [ "Genentech", "Novartis", "OpenAI", "Harvard", "MIT", "Stanford（以上为 2023-09 公司博客点名的用户机构）" ], "note": "fm 按独立成 PBC 的公告月计；Elicit 项目更早在 Ought 内部。收入、A 轮之后的融资未查到。" }, { "name": "Iris.ai", "layer": "d1", "url": "https://iris.ai", "hq": "奥斯陆", "region": "海外", "founded": 2015, "desc": "科学文本理解引擎，面向企业研发团队做文献和内部资料知识抽取", "business_model": "卖平台或软件", "science_fields": [ "通用" ], "open_source": { "v": "闭源" }, "flagship_model": { "v": "RSpace 工具套件", "src": "https://iris.ai/blog/european-scientific-ai-startup-iris-ai-raises-7-64million-with-its-series-a-funding-round" }, "total_raised": "累计融资约 €16M（公司 2024-05 口径）", "funding": [ { "date": "2024-05", "round": "A 轮", "amount": "€7.64M", "lead": "Silverline Capital（欧洲创新委员会 EIC 加速器基金跟投）", "src": "https://iris.ai/blog/european-scientific-ai-startup-iris-ai-raises-7-64million-with-its-series-a-funding-round" } ], "customers": [ "材料、食品、医药、农业、化学、汽车、化妆品等行业客户（公司公告未点名具体公司）" ], "note": "成立年份 2015 取自 Seedtable（聚合站，待核）。Seedtable 称公司已转向企业 AI 编排（产品含 Axion、Neuralith），该说法未找到一手出处，仅作线索。" }, { "name": "Jenni AI", "layer": "d1", "url": "https://jenni.ai", "hq": "未确认", "region": "海外", "desc": "学术写作 AI 助手，带智能引文与自动补全", "business_model": "卖平台或软件", "science_fields": [ "通用" ], "open_source": { "v": "闭源" }, "valuation": { "v": "约 $25M", "date": "2025-12", "kind": "估值，据知情人士，未经公司确认", "src": "https://en.tmtpost.com/post/7814928" }, "revenue": { "v": "年化经常性收入超 $10M", "date": "2025-12", "kind": "ARR，据知情人士，钛媒体英文站转述", "src": "https://en.tmtpost.com/post/7814928" }, "total_raised": "累计融资未披露", "note": "偏学生写作，AI for Science 成分较轻，可视为边缘收录。收入与估值只有钛媒体转述，未找到公司公告；总部、融资轮次、用户数官方口径未查到（早期报道称用户 400 万，来自二手文章，未采）。" }, { "name": "Litmaps", "layer": "d1", "url": "https://www.litmaps.com", "hq": "惠灵顿", "region": "海外", "desc": "把引用网络画成交互地图的文献发现平台，已并入 ResearchRabbit", "business_model": "卖平台或软件", "science_fields": [ "通用" ], "open_source": { "v": "闭源" }, "flagship_model": { "v": "Litmaps 引用地图与 AI 洞察", "src": "https://www.litmaps.com" }, "milestones": [ { "k": "里程碑", "v": "收购美国同类工具 ResearchRabbit", "date": "2025-05", "src": "https://www.scoop.co.nz/stories/print.html?path=BU2505/S00127/nz-startup-litmaps-acquires-us-rival-and-raises-1m-to-accelerate-ai-driven-research-worldwide.htm" } ], "partners": [ { "n": "ResearchRabbit（收购）", "date": "2025-05", "v": "收购其工具与用户群，用户合计超 200 万", "src": "https://itbrief.co.nz/story/litmaps-acquires-researchrabbit-raises-1-million-for-ai" } ], "revenue": { "v": "年化经常性收入 $1M", "date": "2025-05", "kind": "ARR，公司自报", "src": "https://itbrief.co.nz/story/litmaps-acquires-researchrabbit-raises-1-million-for-ai" }, "total_raised": "累计融资未披露（2025 年两笔合计 NZ$1.4M 口径为同一轮）", "funding": [ { "date": "2025-08", "round": "未披露轮次名", "amount": "NZ$1.4M（超额认购）", "lead": "Scholarly Angels（Australian Private Investment Company No Brand 参与）", "src": "https://cfotech.co.nz/story/litmaps-secures-nzd-1-4-million-to-drive-global-platform-growth" }, { "date": "2025-05", "round": "首次交割", "amount": "NZ$680K（约 US$406K）", "lead": "Scholarly Angels", "src": "https://itbrief.co.nz/story/litmaps-acquires-researchrabbit-raises-1-million-for-ai" } ], "key_data": [ { "k": "用户数（含 ResearchRabbit）", "v": "200 万以上", "date": "2025-08", "src": "https://cfotech.co.nz/story/litmaps-secures-nzd-1-4-million-to-drive-global-platform-growth" } ], "note": "成立年份未查到。2025-05 的 NZ$680K 是该轮首次交割，2025-08 的 NZ$1.4M 是同一轮最终规模，不要相加。" }, { "name": "Paperpal", "layer": "d1", "url": "https://paperpal.com", "hq": "未确认（母公司 CACTUS；新闻稿落款美国特拉华州多佛）", "region": "海外", "desc": "学术写作与投稿前检查 AI 助手，Cactus Communications 旗下", "business_model": "卖平台或软件", "science_fields": [ "通用" ], "open_source": { "v": "闭源" }, "total_raised": "产品线，融资未披露", "key_data": [ { "k": "全球用户", "v": "超 300 万，18 个月内增长 3 倍", "date": "2025-11", "src": "https://en.yna.co.kr/view/RPR20251124001900353" }, { "k": "日本用户", "v": "超 6 万（2026-07），京都大学医学部附属医院等机构导入", "date": "2026-07", "src": "https://www.editage.jp/blog/number-of-paperpal-users-in-japan-surpasses-60000-in-july-2026/" } ], "product_line_of": "Cactus Communications", "note": "Paperpal 是产品，plat 写母公司 CACTUS。更偏写作润色，AI for Science 成分较轻，可视为边缘收录。成立年份、融资额未查到。" }, { "name": "ResearchRabbit", "layer": "d1", "url": "https://www.researchrabbit.ai", "hq": "未确认（美国公司，具体城市未查到）", "region": "海外", "desc": "可视化文献发现工具，按引用关系推荐和绘制论文网络", "business_model": "卖平台或软件", "science_fields": [ "通用" ], "open_source": { "v": "闭源" }, "milestones": [ { "k": "里程碑", "v": "被新西兰公司 Litmaps 收购，两者合并用户超 200 万", "date": "2025-05", "src": "https://itbrief.co.nz/story/litmaps-acquires-researchrabbit-raises-1-million-for-ai" } ], "total_raised": "累计融资未披露", "owner": "2025-05 被 Litmaps 收购，价格未披露", "note": "回答「Litmaps 是否收购了 ResearchRabbit」：是，2025-05 公告，来自 Litmaps 新闻稿；Litmaps 称合并后将做单一平台。ResearchRabbit 成立年份、融资未查到。" }, { "name": "Scholarcy", "layer": "d1", "url": "https://www.scholarcy.com", "hq": "伦敦", "region": "海外", "founded": 2019, "desc": "把论文转成摘要闪卡并抽取表格图表的阅读工具", "business_model": "卖平台或软件", "science_fields": [ "通用" ], "open_source": { "v": "闭源" }, "total_raised": "累计融资未披露（PitchBook 汇总 $243K，仅作线索）", "funding": [ { "date": "2020", "round": "种子轮", "amount": "£200,000", "lead": "一家企业投资者（未具名）", "src": "https://www.digicatapult.org.uk/case-studies/study/scholarcy-powers-more-efficient-research/" } ], "owner": "2024-10 或 11 被 Texthelp 收购（PitchBook 记 2024-10-29，Tracxn 记 2024-11-19；未找到官方公告），价格未披露", "note": "资料少：并购时间与买方只见 PitchBook / Tracxn 聚合页（https://pitchbook.com/profiles/company/443063-44 ），未找到 Texthelp 官方稿。成立年份 2019 取自 PitchBook。" }, { "name": "SciSpace", "layer": "d1", "url": "https://typeset.io", "hq": "班加罗尔", "region": "海外", "desc": "原 Typeset，AI 论文问答 Copilot、文献检索与写作平台", "business_model": "卖平台或软件", "science_fields": [ "通用" ], "open_source": { "v": "闭源" }, "flagship_model": { "v": "SciSpace Copilot（论文问答，AAAI 2024 演示论文）", "src": "https://ojs.aaai.org/index.php/AAAI/article/download/30578/32740" }, "milestones": [ { "k": "论文", "v": "AAAI 演示论文介绍 SciSpace Copilot，称支持 75+ 种语言、检索 2.8 亿论文语料", "date": "2024", "src": "https://ojs.aaai.org/index.php/AAAI/article/download/30578/32740" } ], "total_raised": "累计融资约 $4.5M（公司招聘页自述，截至 2021-10）", "key_data": [ { "k": "累计融资", "v": "$4.5M，最近一轮 2021-10", "date": "2021-10", "src": "https://wellfound.com/jobs/4008738-founder-led-marketing-specialist" } ], "note": "成立年份、总部城市未找到一手出处（总部按招聘页岗位地点写班加罗尔，待核）。用户数“百万以上”仅见 AI Wiki 汇总，未采。2021 年之后的融资、收入未查到。" }, { "name": "scite", "layer": "d1", "url": "https://scite.ai", "hq": "纽约", "region": "海外", "founded": 2018, "desc": "智能引用：标出一篇论文被后续论文支持还是反驳，并带 AI 助手", "business_model": "卖平台或软件", "science_fields": [ "通用" ], "open_source": { "v": "闭源" }, "flagship_model": { "v": "scite 引用声明分类与 Assistant", "src": "https://scite.ai" }, "milestones": [ { "k": "里程碑", "v": "被 Research Solutions 收购，交割日 2023-12-01", "date": "2023-12", "src": "https://in.marketscreener.com/quote/stock/RESEARCH-SOLUTIONS-INC-15295099/news/Research-Solutions-Inc-completed-the-acquisition-of-Scite-Inc-for-20-9-million-45517866/" } ], "total_raised": "累计融资未披露", "owner": "2023-11 被 Research Solutions（纳斯达克 RSSS）收购；合并协议 2023-11-24，2023-12-01 交割，净对价约 $20.9M（含或有对价公允值）；或有对价最终定为约 $15.4M（2025-08 披露）", "note": "成立年份 2018 取自 CB Insights（聚合站，待核）；总部纽约未在本次查到一手出处。注意：部分聚合页把收购公告日期显示成 2026-03，与 SEC 8-K 和 MarketScreener 的 2023-11 不符，以后者为准。或有对价最终额见 Research Solutions 2025-08 财报预告 https://www.nasdaq.com/press-release/research-solutions-reports-preliminary-fourth-quarter-and-fiscal-year-2025-results 。" }, { "name": "Undermind", "layer": "d1", "url": "https://www.undermind.ai", "hq": "未确认（PitchBook 称 Dover, DE；CB Insights 称 Cambridge, MA）", "region": "海外", "founded": 2023, "desc": "Agent 式深度学术检索，反复读论文、顺引文网络找全", "business_model": "卖平台或软件", "science_fields": [ "通用" ], "open_source": { "v": "闭源" }, "flagship_model": { "v": "Undermind 深度检索 Agent", "src": "https://www.undermind.ai" }, "total_raised": "累计约 $500K（Crustdata 汇总，公司未披露）", "funding": [ { "date": "2024-09", "round": "种子前", "amount": "$500K", "lead": "Y Combinator（Unpopular Ventures、Pioneer Fund、SBXi、FundersClub 等）", "src": "https://profiles.crustdata.com/company/undermind" } ], "note": "资料很少。融资数字只有 Crustdata / PitchBook 一类聚合站，未找到公司公告，仅作线索。成立月份未查到，故不填 fm。用户数、收入未查到。" }, { "name": "秘塔科技 秘塔 AI 搜索", "layer": "d1", "url": "https://metaso.cn", "hq": "上海", "region": "中国", "founded": 2018, "desc": "无广告 AI 搜索，含学术搜索与研究模式，生成大纲和引用", "business_model": "卖平台或软件", "science_fields": [ "通用" ], "open_source": { "v": "闭源" }, "milestones": [ { "k": "事件", "v": "收到知网侵权告知函后，断开知网链接并停止提供知网题录摘要数据", "date": "2024-08", "src": "https://www.jiemian.com/article/11568445.html" } ], "valuation": { "v": "1.5 亿美元", "date": "2024-08", "kind": "投后估值，界面新闻报道（引公司 CEO 与 LatePost）", "src": "https://www.jiemian.com/article/11568445.html" }, "total_raised": "累计融资未披露（另有 2021-05 Pre-A 数千万元，见同篇报道）", "funding": [ { "date": "2024-08", "round": "未披露轮次名", "amount": "超 1 亿元人民币", "lead": "蚂蚁集团（光速光合跟投）", "post": "投后 1.5 亿美元", "src": "https://www.jiemian.com/article/11568445.html" } ], "note": "通用 AI 搜索，学术是其中一个模式，AI for Science 成分偏轻，可视为边缘收录。2024-08 之后的融资、用户数没查到一手出处（三个皮匠报告等二手汇总未采）。" }, { "name": "Benchling", "layer": "d2", "url": "https://www.benchling.com", "hq": "旧金山", "region": "海外", "founded": 2012, "desc": "生物研发云：电子实验记录本、序列设计与实验数据管理", "business_model": "卖平台或软件", "science_fields": [ "生物" ], "open_source": { "v": "不做模型" }, "valuation": { "v": "$6.1B", "date": "2021-11", "kind": "F 轮投后估值，公司公告与 Bloomberg 报道", "src": "https://www.bloomberg.com/news/articles/2021-11-18/biotech-platform-benchling-valued-at-6-1-billion-in-new-funding" }, "total_raised": "累计融资未披露（口径需自行相加：A $7M、B $14.5M、C $34.5M、D $50M、E $200M、F $100M，Wikipedia 列出各轮）", "funding": [ { "date": "2021-11", "round": "F 轮", "amount": "$100M", "lead": "Altimeter Capital、Franklin Templeton（Tiger Global、Lone Pine 跟投）", "post": "$6.1B", "src": "https://www.benchling.com/news/benchling-raises-100m-in-series-f-financing-co-led-by-altimeter-and-franklin-templeton" } ], "key_data": [ { "k": "企业客户数", "v": "600 多家，含 22 家全球前 50 大药企", "date": "2021-11", "src": "https://www.benchling.com/news/benchling-raises-100m-in-series-f-financing-co-led-by-altimeter-and-franklin-templeton" }, { "k": "学术社区", "v": "20 万科学家、7000 多家学术与研究机构", "date": "2021-11", "src": "https://www.benchling.com/news/benchling-raises-100m-in-series-f-financing-co-led-by-altimeter-and-franklin-templeton" } ], "customers": [ "Regeneron", "Eli Lilly", "Sanofi", "Syngenta" ], "also_in": [ { "t": "AIDD 药物发现图谱", "u": "https://aidd-map.vercel.app" } ], "note": "主要服务生物药研发，非药物发现本体，是研发软件，故按 d2 收。2021-11 提交 S-1，截至 2026 年未完成 IPO（Wikipedia）。2021 之后的估值、收入未查到一手；聚合站的收入数字（如 $210M）未采。" }, { "name": "Dotmatics", "layer": "d2", "url": "https://www.dotmatics.com", "hq": "波士顿", "region": "海外", "desc": "科研数据与 R&D 软件平台，含 GraphPad Prism、SnapGene、Geneious", "business_model": "卖平台或软件", "science_fields": [ "通用", "生物" ], "open_source": { "v": "不做模型" }, "milestones": [ { "k": "里程碑", "v": "Siemens 完成收购，企业价值 $5.1B", "date": "2025-07", "src": "https://w1.siemens.com.cn/press/NewsDetail_en.aspx?ColumnId=9&ArticleId=21877" } ], "total_raised": "累计融资未披露", "key_data": [ { "k": "用户与客户", "v": "超 200 万科学家、1.4 万家客户", "date": "2025-04", "src": "https://www.nasdaq.com/articles/dotmatics-agrees-be-acquired-siemens-51-bln" } ], "owner": "2025-04-02 宣布被 Siemens 收购，2025-07-02 交割，企业价值 $5.1B（卖方 Insight Partners），并入 Siemens Digital Industries Software", "note": "成立年份未在本次找到一手出处，故不填。平台新名 Luma（Scientific Intelligence Platform）。" }, { "name": "Ganymede", "layer": "d2", "url": "https://www.ganymede.bio", "hq": "帕洛阿尔托（2022 年公告口径；并入后买方在泽西城）", "region": "海外", "founded": 2022, "desc": "Lab-as-Code 云平台，把仪器、应用和文件接成统一实验室数据", "business_model": "卖平台或软件", "science_fields": [ "通用", "生物" ], "open_source": { "v": "不做模型" }, "milestones": [ { "k": "里程碑", "v": "被 Apprentice.io 收购，Lab-as-Code 成为其平台核心之一", "date": "2026-01", "src": "https://www.roi-nj.com/2026/01/22/tech/apprentice-io-buys-ganymede-an-ai-powered-cloud-platform-to-support-full-product-lifecycle/" } ], "total_raised": "累计融资约 $15.6M（公司 2022-12 口径，含 $2.9M 种子轮）", "funding": [ { "date": "2022-12", "round": "A 轮", "amount": "$12.75M", "lead": "Caffeinated Capital", "src": "https://www.synbiobeta.com/read/ganymede-bio-the-cloud-provider-purpose-built-for-the-life-sciences-and-manufacturing-industries-raises-12-75-million-in-series-a-funding" } ], "owner": "2026-01-21 被 Apprentice.io 收购，价格未披露", "note": "成立月份未查到，故不填 fm。2022 年公司称已有超 $1M 收入承诺（公告口径）。" }, { "name": "Kaleidoscope", "layer": "d2", "url": "https://www.kaleidoscope.bio", "hq": "纽约", "region": "海外", "founded": 2021, "desc": "生物研发的项目与决策管理平台，连接湿实验与计算团队的数据", "business_model": "卖平台或软件", "science_fields": [ "生物", "通用" ], "open_source": { "v": "不做模型" }, "total_raised": "累计融资未披露（种子轮之后的融资未查到）", "funding": [ { "date": "2022-09", "round": "种子轮", "amount": "$6M", "lead": "Hummingbird Ventures、Dimension（Caffeinated Capital、SV Angel、Hawktail 跟投）", "src": "https://www.businesswire.com/news/home/20220928005019/en/" } ], "note": "成立年份 2021（Business Insider 称 2021-11 创立）。客户未公开点名。偏生物研发运营，AI 成分较轻，边缘收录。" }, { "name": "Scispot", "layer": "d2", "url": "https://www.scispot.com", "hq": "滑铁卢（安大略）", "region": "海外", "founded": 2020, "desc": "AI 原生实验室运营层，串起仪器、ELN、LIMS 和样本追踪", "business_model": "卖平台或软件", "science_fields": [ "通用", "生物" ], "open_source": { "v": "不做模型" }, "total_raised": "累计融资接近 $10M（BetaKit 经 Innovation Factory 转述）", "funding": [ { "date": "2026-06", "round": "A 轮", "amount": "$8M", "lead": "Avenue Growth Partners（Breakwater Ventures 参与）", "src": "https://innovationfactory.ca/scispot-closes-8-million-usd-series-a-to-become-the-operating-layer-for-life-sciences-labs/" } ], "key_data": [ { "k": "使用实验室", "v": "100 多家（新闻稿）；CEO 接受采访称 125 家以上", "date": "2026-06", "src": "https://innovationfactory.ca/scispot-closes-8-million-usd-series-a-to-become-the-operating-layer-for-life-sciences-labs/" }, { "k": "支持仪器类型", "v": "250 种以上", "date": "2026-06", "src": "https://innovationfactory.ca/scispot-closes-8-million-usd-series-a-to-become-the-operating-layer-for-life-sciences-labs/" } ], "note": "估值公司未披露。成立年份 2020 来自 PitchBook（聚合站，待核）。愿景提到自驱动实验室，但目前产品是实验室数据与流程软件。" }, { "name": "TetraScience", "layer": "d2", "url": "https://www.tetrascience.com", "hq": "波士顿", "region": "海外", "founded": 2014, "desc": "把实验仪器和 ELN、LIMS 数据汇成统一数据云，做成可供 AI 使用的科学数据", "business_model": "卖平台或软件", "science_fields": [ "通用", "生物" ], "open_source": { "v": "不做模型" }, "total_raised": "累计融资未披露（聚合站数字不一致，$99M 到 $114M 均有，未采）", "funding": [ { "date": "2026-02", "round": "未公布轮次名", "amount": "$15.0M（SEC Form D 已售金额）", "lead": "11 位投资人，未具名", "src": "https://healthcareventurecapitalfund.com/companies/tetrascience/" }, { "date": "2021-04", "round": "B 轮", "amount": "$80M（公司公告；同日 Form D 显示已售约 $51M）", "lead": "Insight Partners、Alkeon Capital", "src": "https://healthcareventurecapitalfund.com/companies/tetrascience/" } ], "customers": [ "Pfizer", "Novartis（以上为 Multiples 聚合站转述，未找到公司公告）" ], "note": "2026-02 的 $15M 来自 SEC Form D，HVCF 称未找到公司公告。B 轮公告额与 Form D 已售额不同，两个数字都列出。估值、收入未查到一手；Forge Global 称 B 轮投后 $407.42M，是聚合站，未采。" }, { "name": "Uncountable", "layer": "d2", "url": "https://www.uncountable.com", "hq": "旧金山", "region": "海外", "founded": 2016, "desc": "研发数据平台，统一实验数据并做 AI 配方优化", "business_model": "卖平台或软件", "science_fields": [ "材料", "化学" ], "open_source": { "v": "不做模型", "src": "https://www.uncountable.com" }, "total_raised": "累计融资未披露（A 轮为已知公告）", "funding": [ { "date": "2025-06", "round": "A 轮", "amount": "$27M", "lead": "Sageview Capital（SE Ventures、Teamworthy、8VC、MK Capital 参与）", "src": "https://investor.wedbush.com/wedbush/article/bizwire-2025-6-17-uncountable-secures-27m-in-series-a-funding-to-accelerate-ai-adoption-in-r-and-d" } ], "key_data": [ { "k": "客户数", "v": "120+（2025-06 公司稿）", "date": "2025-06", "src": "https://investor.wedbush.com/wedbush/article/bizwire-2025-6-17-uncountable-secures-27m-in-series-a-funding-to-accelerate-ai-adoption-in-r-and-d" } ], "customers": [ "Sika", "Beiersdorf", "Mondelez", "Clariant" ], "note": "主业是 ELN、LIMS 类研发数据软件，AI 为附加功能，建议归 d2 而非 c 层。" }, { "name": "深势科技 DP Technology", "layer": "d2", "url": "https://www.dp.tech", "hq": "北京", "region": "中国", "founded": 2018, "desc": "玻尔 Bohrium 科研空间站：读文献、做计算、控实验、AI 科学家一体", "business_model": "卖平台或软件", "science_fields": [ "通用", "化学", "材料", "生物" ], "open_source": { "v": "部分开源", "src": "https://github.com/deepmodeling" }, "flagship_model": { "v": "Uni-Mol、DPA 原子模型、SciMaster 科学智能体", "src": "https://m.cnstock.com/commonDetail/608861" }, "also_layers": [ "c2", "a1", "l1" ], "total_raised": "累计融资未披露（媒体称数十亿元，未采）", "funding": [ { "date": "2025-12", "round": "C 轮", "amount": "超 8 亿元人民币", "lead": "达晨财智、北京市人工智能产业投资基金、北京市医药健康产业投资基金、联想创投、元禾璞华等共同出资", "src": "https://m.cnstock.com/commonDetail/608861" } ], "key_data": [ { "k": "玻尔·科学导航服务科学家", "v": "来自 1000 多所高校和组织的 300 多万人", "date": "2025-12", "src": "https://m.cnstock.com/commonDetail/608861" }, { "k": "赋能研发企业", "v": "150 多家，含 70 多家生命科学企业", "date": "2025-12", "src": "https://m.cnstock.com/commonDetail/608861" } ], "customers": [ "宁德时代", "比亚迪", "广汽埃安", "中石油", "中国钢研", "复星医药", "国药集团", "联合利华" ], "also_in": [ { "t": "AIDD 药物发现图谱", "u": "https://aidd-map.vercel.app" } ], "note": "大概率与材料 / 化学框（c2 等）重复，其他调研员若已收，请合并，分层以 c2 为准。Bohrium（玻尔）是其科研平台，按任务要求放 d2。另有知乎称 2026-05 再融 7 亿元以上，未找到一手出处，不采；2026 年股权与上市传闻为百家号转述，不采。" }, { "name": "Anthropic Claude Science", "layer": "h1", "url": "https://www.anthropic.com/news/expanding-support-for-scientists", "hq": "旧金山", "region": "海外", "founded": 2025, "founded_month": "2025-05", "desc": "科研工作台 Claude Science，加 AI for Science 免费额度与学者席位", "business_model": "大厂产品线", "science_fields": [ "通用", "生物" ], "open_source": { "v": "闭源" }, "flagship_model": { "v": "Claude Science（预置 60 多个科学数据库，可接 HPC）", "src": "https://www.thestar.com.my/tech/tech-news/2026/07/01/anthropic-unveils-039claude-science039-ai-platform-for-scientific-research" }, "milestones": [ { "k": "产品", "v": "Claude Science 发布，整合文献、多步计算、制图与论文起草", "date": "2026-06", "src": "https://www.thestar.com.my/tech/tech-news/2026/07/01/anthropic-unveils-039claude-science039-ai-platform-for-scientific-research" }, { "k": "里程碑", "v": "开放 10000 个学者席位（标准席免费，高级席 $15/月）；AI for Science 额度扩到非生物领域，单项目最高 $50,000", "date": "2026-08", "src": "https://www.anthropic.com/news/expanding-support-for-scientists" } ], "product_line_of": "Anthropic", "also_in": [ { "t": "AIDD 药物发现图谱", "u": "https://aidd-map.vercel.app" } ], "note": "回答「有没有非生物科学项目」：有。2026-08 公告把 AI for Science 额度从以生物为主扩到其他学科，并提到 Riemann zeta 函数方面的进展，但公告页只给了名字，未给细节，成果数字未写。Claude Science 本身仍偏计算生物与药物研发，生命科学线归 AIDD。早期 AI for Science 额度上限曾为 $20,000 / 6 个月（帮助中心页）。" }, { "name": "Google AI co-scientist 与 Gemini for Science", "layer": "h1", "url": "https://research.google/blog/accelerating-scientific-breakthroughs-with-an-ai-co-scientist/", "hq": "山景城", "region": "海外", "founded": 2025, "founded_month": "2025-02", "desc": "多智能体提假设的 AI 协作科学家，已并入 Gemini for Science 套件", "business_model": "大厂产品线", "science_fields": [ "通用", "生物" ], "open_source": { "v": "闭源" }, "flagship_model": { "v": "AI co-scientist、Gemini for Science（Hypothesis Generation、Computational Discovery、Literature Insights）", "src": "https://www.hpcwire.com/2026/05/20/google-advances-ai-for-science-with-new-tools-and-tech/" }, "milestones": [ { "k": "产品", "v": "Google I/O 2026 发布 Gemini for Science：文献洞察、假设生成、计算发现三件套，经 Google Labs 申请使用", "date": "2026-05", "src": "https://www.hpcwire.com/2026/05/20/google-advances-ai-for-science-with-new-tools-and-tech/" }, { "k": "论文", "v": "Nature 2026 同日发表 ERA 与 Co-Scientist 两篇论文", "date": "2026-05", "src": "https://www.hpcwire.com/2026/05/20/google-advances-ai-for-science-with-new-tools-and-tech/" } ], "partners": [ { "n": "Daiichi Sankyo、Bayer Crop Science、美国国家实验室", "date": "2026-05", "v": "用 Co-Scientist 处理研究课题", "src": "https://invdes.com.mx/politica-cyt-i/google-esta-implementando-herramientas-de-ia-para-ayudar-a-los-investigadores-a-realizar-experimentos-mas-rapido/" } ], "product_line_of": "Google", "also_in": [ { "t": "AIDD 药物发现图谱", "u": "https://aidd-map.vercel.app" } ], "note": "co-scientist 首发为 2025-02（Google Research 博客，页面本次未逐字核对）。代表案例多在生物（抗菌耐药等），生命科学线按规则归 AIDD，这里只收其通用科研 Agent 部分；是否并入 a1 请主编定。" }, { "name": "Google DeepMind AlphaEvolve 与 AlphaProof", "layer": "h1", "url": "https://deepmind.google/discover/blog/alphaevolve-a-gemini-powered-coding-agent-for-designing-advanced-algorithms/", "hq": "伦敦", "region": "海外", "founded": 2024, "founded_month": "2024-07", "desc": "AlphaProof 做 Lean 形式化证明，AlphaEvolve 用 Gemini 演化算法并解数学问题", "business_model": "大厂产品线", "science_fields": [ "数学", "物理与工程" ], "open_source": { "v": "闭源" }, "flagship_model": { "v": "AlphaProof、AlphaEvolve", "src": "https://deepmind.google/discover/blog/alphaevolve-a-gemini-powered-coding-agent-for-designing-advanced-algorithms/" }, "milestones": [ { "k": "产品", "v": "AlphaEvolve 发布，Gemini 驱动的算法设计编码 Agent", "date": "2025-05", "src": "https://deepmind.google/discover/blog/alphaevolve-a-gemini-powered-coding-agent-for-designing-advanced-algorithms/" }, { "k": "里程碑", "v": "AlphaProof 在 2024 年国际数学奥赛达银牌水平", "date": "2024-07", "src": "https://deepmind.google/discover/blog/ai-solves-imo-problems-at-silver-medal-level/" }, { "k": "产品", "v": "Google I/O 2026 称 AlphaEvolve 在 Google Cloud 私有预览，BASF、Klarna 在用", "date": "2026-05", "src": "https://invdes.com.mx/politica-cyt-i/google-esta-implementando-herramientas-de-ia-para-ayudar-a-los-investigadores-a-realizar-experimentos-mas-rapido/" } ], "product_line_of": "Google", "also_in": [ { "t": "RSI 递归自我改进图谱", "u": "https://rsi-map.vercel.app" } ], "note": "2026 年 AlphaProof Nexus 论文（Science）及其解出开放 Erdős 问题的说法，只见 DeepMind 研究副总裁的社交帖转述，未找到论文页，故不写成果数字。" }, { "name": "Google DeepMind GNoME 材料发现", "layer": "h1", "url": "https://deepmind.google/discover/blog/millions-of-new-materials-discovered-with-deep-learning/", "hq": "伦敦", "region": "海外", "founded": 2023, "founded_month": "2023-11", "desc": "图网络预测数百万晶体结构的稳定性，并与 A-Lab 合成验证", "business_model": "大厂产品线", "science_fields": [ "材料" ], "open_source": { "v": "部分开源", "src": "https://github.com/google-deepmind/materials_discovery" }, "flagship_model": { "v": "GNoME（Graph Networks for Materials Exploration）", "src": "https://www.nature.com/articles/s41586-023-06735-9" }, "milestones": [ { "k": "论文", "v": "Nature 2023 发表 GNoME 论文，数据并入 Materials Project", "date": "2023-11", "src": "https://www.nature.com/articles/s41586-023-06735-9" } ], "partners": [ { "n": "Lawrence Berkeley 国家实验室", "date": "2023-11", "v": "A-Lab 用 GNoME 与 Materials Project 的预测材料做自动合成测试，58 个目标成功合成 41 个", "src": "https://www.nature.com/articles/s41586-023-06734-w" } ], "product_line_of": "Google", "note": "预测规模数字（约 220 万晶体、38 万稳定）取自 DeepMind 博客，本次未逐字核对，故未写入。A-Lab 结果遭外部质疑，见 Lawrence Berkeley A-Lab 卡。" }, { "name": "Google DeepMind WeatherNext 与 GraphCast", "layer": "h1", "url": "https://deepmind.google/science/weathernext/", "hq": "伦敦", "region": "海外", "founded": 2022, "founded_month": "2022-12", "desc": "学习型全球天气预报模型，GraphCast 发展为 WeatherNext", "business_model": "大厂产品线", "science_fields": [ "气候与地球" ], "open_source": { "v": "部分开源", "src": "https://github.com/google-deepmind/graphcast" }, "flagship_model": { "v": "GraphCast、WeatherNext", "src": "https://deepmind.google/science/weathernext/" }, "milestones": [ { "k": "论文", "v": "Science 2023 发表 GraphCast，约 1 分钟生成 10 天全球预报", "date": "2023-11", "src": "https://www.science.org/doi/10.1126/science.adi2336" } ], "product_line_of": "Google", "note": "GraphCast 首次公开按 2022-12 预印本记（待核）。ECMWF 曾运行 GraphCast 试验版，2026-05 起停止该试验（见 ECMWF AIFS 卡）。WeatherNext 的 2025 年升级版细节本次未核，不写。" }, { "name": "IBM Research 材料与加速发现", "layer": "h1", "url": "https://research.ibm.com/topics/materials-discovery", "hq": "阿蒙克", "region": "海外", "desc": "用基础模型、机器人与量子计算加速材料和化学发现", "business_model": "大厂产品线", "science_fields": [ "材料", "化学" ], "open_source": { "v": "部分开源", "src": "https://github.com/IBM/materials" }, "flagship_model": { "v": "多模态分子表征编码器-解码器基础模型（论文名 A Large Multimodal Molecular Representation Encoder-Decoder Foundation Model for Chemistry）", "src": "https://research.ibm.com/people/nathaniel-park" }, "product_line_of": "IBM", "note": "资料少。IBM Research 材料发现页写明目标是把新材料发现从十年缩到数年，团队在东京与阿尔马登做基础模型和自动实验，但没有找到带日期的产品发布、客户或里程碑，故不写。IBM 开源仓库地址为凭记忆，未核页面，待核。founded 未填。" }, { "name": "Meta FAIR Chemistry", "layer": "h1", "url": "https://github.com/facebookresearch/fairchem", "hq": "门洛帕克", "region": "海外", "founded": 2020, "desc": "开放催化剂、OMol25 数据集与 UMA 通用原子模型", "business_model": "大厂产品线", "science_fields": [ "化学", "材料" ], "open_source": { "v": "开源权重", "lic": "模型 FAIR Chemistry License v1；OMol25 数据集 CC-BY-4.0", "src": "https://huggingface.co/facebook/UMA" }, "flagship_model": { "v": "UMA（Universal Models for Atoms）、OMol25", "src": "https://huggingface.co/facebook/UMA" }, "milestones": [ { "k": "产品", "v": "UMA 模型与 OMol25 数据集首次发布，在 OC20、ODAC23、OMat24、OMC25、OMol25 上训练", "date": "2025-06", "src": "https://github.com/facebookresearch/fairchem" } ], "product_line_of": "Meta", "note": "founded 2020 按 Open Catalyst（OC20）起算，待核。HF 页写明 UMA 在中国、俄罗斯、白俄罗斯及受全面制裁地区不可经 HF 获取。UMA 许可证页称允许商用，有 AUP 约束。" }, { "name": "Microsoft Aurora 气象与地球系统", "layer": "h1", "url": "https://www.nature.com/articles/s41586-025-09005-y", "hq": "雷德蒙", "region": "海外", "founded": 2024, "founded_month": "2024-05", "desc": "地球系统基础模型，覆盖天气、空气质量、海浪和台风路径", "business_model": "大厂产品线", "science_fields": [ "气候与地球" ], "open_source": { "v": "开源权重", "src": "https://huggingface.co/microsoft/aurora" }, "flagship_model": { "v": "Aurora（含 1.5 版本家族）", "src": "https://microsoft.github.io/aurora/intro.html" }, "milestones": [ { "k": "论文", "v": "Nature 2025 发表 Aurora；5 天台风路径预报在测试对象中胜过 7 个预报中心", "date": "2025-05", "src": "https://www.natureasia.com/ja-jp/earth-env/research/15241" } ], "product_line_of": "Microsoft", "note": "fm 2024-05 按预印本月份记（待核）。许可证本次未核页面，不写。商业使用需联系微软邮箱，见 PyPI 页。2026-05 ECMWF 停止试验运行 Aurora。" }, { "name": "Microsoft Discovery", "layer": "h1", "url": "https://siliconangle.com/2025/05/19/new-discovery-ai-microsoft-targets-faster-science-innovation-experimentation/", "hq": "雷德蒙", "region": "海外", "founded": 2025, "founded_month": "2025-05", "desc": "基于 Azure 的科研 Agent 平台，图知识引擎加多智能体做研发闭环", "business_model": "大厂产品线", "science_fields": [ "材料", "化学", "通用" ], "open_source": { "v": "闭源" }, "flagship_model": { "v": "Microsoft Discovery（Copilot 编排领域 Agent）", "src": "https://www.siliconrepublic.com/machines/microsoft-discovery-scientists-agentic-ai" }, "milestones": [ { "k": "产品", "v": "Build 2025 发布；微软称不到 200 小时筛出数据中心浸没冷却剂原型", "date": "2025-05", "src": "https://blogs.nvidia.cn/blog/microsoft-build-agentic-ai-innovation-cloud-pc/" } ], "partners": [ { "n": "NVIDIA", "date": "2025-05", "v": "集成 ALCHEMI NIM（材料）和 BioNeMo NIM（药物发现）微服务", "src": "https://blogs.nvidia.cn/blog/microsoft-build-agentic-ai-innovation-cloud-pc/" }, { "n": "GSK、Estée Lauder", "date": "2025-05", "v": "首批用户（WinFuture 转述）", "src": "https://winfuture.de/news,151016.html" } ], "product_line_of": "Microsoft", "note": "2025-05 之后的上线范围、客户数未查到。药物发现用途归 AIDD。" }, { "name": "Microsoft MatterGen 与 MatterSim", "layer": "h1", "url": "https://github.com/microsoft/mattergen", "hq": "雷德蒙", "region": "海外", "founded": 2023, "founded_month": "2023-12", "desc": "扩散模型按目标性质生成无机晶体，MatterSim 做性质模拟验证", "business_model": "大厂产品线", "science_fields": [ "材料" ], "open_source": { "v": "开源代码", "lic": "MIT", "src": "https://github.com/microsoft/mattergen" }, "flagship_model": { "v": "MatterGen、MatterSim", "src": "https://the-decoder.com/mattergen-microsoft-presents-ai-tools-for-generating-and-simulating-new-materials/" }, "milestones": [ { "k": "论文", "v": "Nature 2025-01-16 发表 MatterGen；与深圳先进院合成 TaCr2O6，性质与预测约 80% 吻合（The Decoder 转述）", "date": "2025-01", "src": "https://aiwiki.ai/wiki/mattergen" } ], "product_line_of": "Microsoft", "note": "fm 按 2023-12 预印本记（待核）。The Decoder 称两者也并入 Azure Quantum Elements，本次未取得微软官方页，不单列。" }, { "name": "NVIDIA ALCHEMI", "layer": "h1", "url": "https://developer.nvidia.com/blog/revolutionizing-ai-driven-material-discovery-using-nvidia-alchemi/", "hq": "圣克拉拉", "region": "海外", "founded": 2024, "founded_month": "2024-11", "desc": "GPU 加速的化学与材料模拟微服务，批量结构弛豫、分子动力学", "business_model": "大厂产品线", "science_fields": [ "材料", "化学" ], "open_source": { "v": "不做模型" }, "flagship_model": { "v": "Batched Geometry Relaxation NIM（支持 MACE、AIMNet2、TensorNet 等机器学习势）", "src": "https://docs.nvidia.com/nim/alchemi/alchemi-bgr/1.0.0/overview" }, "milestones": [ { "k": "产品", "v": "ALCHEMI NIM 微服务发布，用于化学模拟的 AI 推理优化", "date": "2024-11", "src": "https://developer.nvidia.com/blog/revolutionizing-ai-driven-material-discovery-using-nvidia-alchemi/" } ], "partners": [ { "n": "Microsoft Discovery", "date": "2025-05", "v": "ALCHEMI NIM 集成进 Discovery 平台，加速材料性质预测与候选推荐", "src": "https://blogs.nvidia.cn/blog/microsoft-build-agentic-ai-innovation-cloud-pc/" } ], "product_line_of": "NVIDIA", "also_in": [ { "t": "AI 云 / GPU 云图谱", "u": "https://ai-cloud-map.vercel.app" } ], "note": "BioNeMo 归 AIDD，此处不收。ALCHEMI 是加速服务，自身不发布材料模型；VASP NIM 等 2026 新品只见第三方站，未采。" }, { "name": "NVIDIA Earth-2", "layer": "h1", "url": "https://blogs.nvidia.com/blog/nvidia-earth-2-open-models/", "hq": "圣克拉拉", "region": "海外", "desc": "开源 AI 天气气候栈：中期预报、临近预报、数据同化", "business_model": "大厂产品线", "science_fields": [ "气候与地球" ], "open_source": { "v": "部分开源", "src": "https://research.nvidia.com/labs/climate/tag/ams-2026/" }, "flagship_model": { "v": "Earth-2 Medium Range（Atlas）、Nowcasting（StormScope）、Global Data Assimilation（HealDA）", "src": "https://www.meteorologicaltechnologyinternational.com/news/digital-applications/nvidia-launches-open-earth-2-model-family-for-ai-weather-forecasting.html" }, "milestones": [ { "k": "产品", "v": "AMS 2026 发布 Earth-2 开放模型家族；Medium Range 预报 15 天、70 多个变量", "date": "2026-01", "src": "https://www.meteorologicaltechnologyinternational.com/news/digital-applications/nvidia-launches-open-earth-2-model-family-for-ai-weather-forecasting.html" } ], "product_line_of": "NVIDIA", "also_in": [ { "t": "AI 云 / GPU 云图谱", "u": "https://ai-cloud-map.vercel.app" } ], "note": "Earth-2 平台首次公开年份未查，故不填 founded。Global Data Assimilation 模型当时称 2026 年晚些时候开放（Futura 转述）。各模型许可证未核。" }, { "name": "OpenAI for Science", "layer": "h1", "url": "https://techcrunch.com/2026/01/27/openai-launches-prism-a-new-ai-workspace-for-scientists/", "hq": "旧金山", "region": "海外", "founded": 2025, "founded_month": "2025-09", "desc": "用 GPT-5 系列做科研助手，推出写论文工作台 Prism；2026-04 团队拆散", "business_model": "大厂产品线", "science_fields": [ "通用" ], "open_source": { "v": "闭源" }, "flagship_model": { "v": "Prism（GPT-5.2 驱动的 LaTeX 写作工作台）", "src": "https://techcrunch.com/2026/01/27/openai-launches-prism-a-new-ai-workspace-for-scientists/" }, "milestones": [ { "k": "产品", "v": "Prism 发布，向所有 ChatGPT 账号免费开放", "date": "2026-01", "src": "https://techcrunch.com/2026/01/27/openai-launches-prism-a-new-ai-workspace-for-scientists/" }, { "k": "里程碑", "v": "2026-04 部门被分散，Prism 将并入 Codex", "date": "2026-04", "src": "https://www.businessinsider.com/openai-executive-departures-shake-up-leadership-team-2026-4" } ], "key_data": [ { "k": "ChatGPT 科学类用户", "v": "约 130 万科学家每周提交超 800 万条高阶科学与数学查询（OpenAI 自述，MIT Technology Review 转述）", "date": "2026-01", "src": "https://www.technologyreview.com/2026/01/27/1131793/openais-latest-product-lets-you-vibe-code-science/" } ], "owner": "2026-04-17：负责人 Kevin Weil 宣布 OpenAI for Science 被分散到其他研究团队；OpenAI 发言人称 Prism 并入 Codex 团队", "product_line_of": "OpenAI", "note": "Prism 是否仍可用，各报道口径不一（Mint、The Verge 称 sunset / 并入 Codex，商业内幕称迁入 Codex），按并入处理。Prism 构建于 OpenAI 收购的 Crixet 之上，收购价 $1 亿仅见百度百科，未采。Mint 称同日发布面向生命科学的 GPT-Rosalind，归 AIDD。" }, { "name": "华为 盘古气象大模型 Huawei Pangu-Weather", "layer": "h1", "url": "https://www.huaweicloud.com/intl/en-us/about/takeacloudleap2024/ai-weather-prediction.html", "hq": "深圳", "region": "中国", "founded": 2023, "founded_month": "2023-07", "desc": "3D 神经网络做全球中期天气预报，几秒内出 7 天预报", "business_model": "大厂产品线", "science_fields": [ "气候与地球" ], "open_source": { "v": "开源权重", "src": "https://github.com/198808xc/Pangu-Weather" }, "flagship_model": { "v": "Pangu-Weather", "src": "https://www.nature.com/articles/s41586-023-06185-3" }, "milestones": [ { "k": "论文", "v": "Nature 2023-07-05 发表论文 Accurate medium-range global weather forecasting with 3D neural networks", "date": "2023-07", "src": "https://www.huaweicloud.com/intl/en-us/about/takeacloudleap2024/ai-weather-prediction.html" }, { "k": "里程碑", "v": "入选 2023 年中国十大科学进展，并上线 ECMWF 官网与香港天文台页面", "date": "2024-02", "src": "https://www.huaweicloud.com/cloudplus/twentiethphase/detail09.html" } ], "partners": [ { "n": "香港天文台", "date": "2023-10", "v": "在“地球天气”页面提供 15 天预报", "src": "https://www.huaweicloud.com/about/takeacloudleap2024/ai-weather-prediction.html" } ], "product_line_of": "华为", "note": "开源 GitHub 地址与许可证本次未核页面，仅标开源权重，待核。2026-05 ECMWF 已停止试验运行 Pangu-Weather（见 ECMWF AIFS 卡）。华为其他科学线（如材料）本次未查。" }, { "name": "Ai2 Allen Institute for AI Asta", "layer": "h2", "url": "https://allenai.org/blog/asta", "hq": "西雅图", "region": "海外", "founded": 2014, "desc": "非营利 AI 研究所，Asta 科研 Agent 生态与 Semantic Scholar 文献基础设施", "business_model": "非营利", "science_fields": [ "通用" ], "open_source": { "v": "开源代码", "src": "https://github.com/allenai" }, "flagship_model": { "v": "Asta（Agent、AstaBench、Asta Resources）、OpenScholar", "src": "https://www.businesswire.com/news/home/20250826827940/en/Ai2-Launches-Asta-a-New-Standard-for-Trustworthy-AI-Agents-in-Science" }, "milestones": [ { "k": "产品", "v": "发布 Asta：开源科研助手、AstaBench 基准、开发者工具，194 家机构已在用", "date": "2025-08", "src": "https://www.businesswire.com/news/home/20250826827940/en/Ai2-Launches-Asta-a-New-Standard-for-Trustworthy-AI-Agents-in-Science" }, { "k": "论文", "v": "OpenScholar 论文被 Nature 接收，语料 4500 万篇开放获取论文，接入 Semantic Scholar API", "date": "2026-02", "src": "https://allenai.org/blog/nature-openscilm" } ], "note": "Semantic Scholar 并入此卡。成立年份 2014 为凭记忆，待核。资金来源与规模未查。" }, { "name": "ECMWF 欧洲中期天气预报中心 AIFS", "layer": "h2", "url": "https://www.ecmwf.int/en/about/media-centre/news/2025/ecmwfs-ensemble-ai-forecasts-become-operational", "hq": "雷丁", "region": "海外", "founded": 2025, "founded_month": "2025-02", "desc": "政府间机构，业务运行 AI 天气预报系统 AIFS 单一预报与集合预报", "business_model": "非营利", "science_fields": [ "气候与地球" ], "open_source": { "v": "开源权重", "src": "https://huggingface.co/ecmwf/aifs-single-1.0" }, "flagship_model": { "v": "AIFS Single、AIFS ENS", "src": "https://confluence.ecmwf.int/spaces/FCST/pages/620418893/Implementation+of+AIFS+ENS+v2" }, "milestones": [ { "k": "产品", "v": "AIFS Single 于 2025-02-25 转入业务运行；AIFS ENS v1 于 2025-07-01 发布，称地表温度等指标比物理集合模式提升最多 20%，速度快 10 倍以上", "date": "2025-07", "src": "https://www.eurekalert.org/news-releases/1088526" }, { "k": "产品", "v": "2026-05-12 升级到 AIFS Single v2、AIFS ENS v2，同时停止试验运行 Aurora、FourCastNet、GraphCast、Pangu-Weather", "date": "2026-05", "src": "https://confluence.ecmwf.int/spaces/FCST/pages/620418893/Implementation+of+AIFS+ENS+v2" } ], "note": "ECMWF 是政府间组织，biz 按非营利归类。founded 按 AIFS 业务运行年份记。AIFS Single 转业务日期取自 Chantry 报告幻灯片，EurekAlert 稿称其“约 100 多天前投产”。" }, { "name": "Lawrence Berkeley 国家实验室 A-Lab", "layer": "h2", "url": "https://www.nature.com/articles/s41586-023-06734-w", "hq": "伯克利", "region": "海外", "founded": 2023, "founded_month": "2023-11", "desc": "AI 指导机器人自动合成无机粉末材料的自驱动实验室", "business_model": "非营利", "science_fields": [ "材料" ], "open_source": { "v": "不做模型" }, "milestones": [ { "k": "论文", "v": "Nature 2023 发表：17 天内 58 个预测目标合成出 41 个，成功率 71%", "date": "2023-11", "src": "https://www.osti.gov/pages/biblio/2281696" }, { "k": "里程碑", "v": "外部团队在 ChemRxiv 预印本中质疑其物相识别与“新材料”结论", "date": "2024-01", "src": "https://doi.org/10.26434/chemrxiv-2024-5p9j4" } ], "partners": [ { "n": "Google DeepMind", "date": "2023-11", "v": "使用 GNoME 预测与 Materials Project 数据作为合成目标", "src": "https://www.nature.com/articles/s41586-023-06734-w" } ], "also_layers": [ "l1" ], "note": "分层建议改放 l1（自驱动实验室），也可保留 h2 作国家实验室代表。质疑文章为 Leeman 等人 ChemRxiv 预印本，Chemistry World 报道了此事（本次只找到微信转载，未采）。Ceder 课题组在领英作了回应，未采。" }, { "name": "上海人工智能实验室 Intern-S1 书生科学大模型", "layer": "h2", "url": "https://www.shlab.org.cn/news/5444227", "hq": "上海", "region": "中国", "founded": 2025, "founded_month": "2025-07", "desc": "开源科学多模态大模型 Intern-S1 系列，万亿参数版 Intern-S1-Pro", "business_model": "非营利", "science_fields": [ "通用" ], "open_source": { "v": "开源权重", "src": "https://github.com/InternLM/Intern-S1" }, "flagship_model": { "v": "Intern-S1、Intern-S1-Pro（MoE，总参数 1T，激活 22B）", "src": "https://www.shlab.org.cn/news/5444227" }, "milestones": [ { "k": "产品", "v": "Intern-S1 开源发布", "date": "2025-07", "src": "https://github.com/InternLM/Intern-S1" }, { "k": "产品", "v": "开源万亿参数科学多模态模型 Intern-S1-Pro（512 个专家，每次激活 8 个）", "date": "2026-02", "src": "https://www.shlab.org.cn/news/5444227" } ], "note": "许可证本次未核页面，不写。“全球开源社区中参数规模最大的科学多模态模型”为实验室官方说法，非独立核实。该机构性质（新型研发机构）融资未查。" }, { "name": "美国能源部 Genesis Mission 创世纪计划", "layer": "h2", "url": "https://www.whitehouse.gov/presidential-actions/2025/11/launching-the-genesis-mission/", "hq": "华盛顿", "region": "海外", "founded": 2025, "founded_month": "2025-11", "desc": "美国国家 AI 科研动员，建国家实验室超算加数据加 AI 的科学与安全平台", "business_model": "非营利", "science_fields": [ "通用" ], "open_source": { "v": "不做模型" }, "milestones": [ { "k": "里程碑", "v": "总统行政令 14363 号启动 Genesis Mission，由能源部牵头，建 American Science and Security Platform", "date": "2025-11", "src": "https://www.govinfo.gov/content/pkg/DCPD-202501145/html/DCPD-202501145.htm" }, { "k": "里程碑", "v": "能源部公布与 24 个机构的合作协议（2025-12-18）；2026-02-12 公布 26 项国家科技挑战", "date": "2026-02", "src": "https://www.energy.gov/articles/energy-department-launches-genesis-mission-transform-american-science-and-innovation" }, { "k": "里程碑", "v": "2026-07-22 首届峰会，新华社文章称从 5000 多份申请中选出 278 个项目；2026-10 第二阶段公布，Commonwealth Fusion Systems 牵头聚变数字孪生", "date": "2026-10", "src": "https://www.cfs.energy/news-and-media/commonwealth-fusion-systems-to-lead-ai-enabled-digital-twin-fusion-project-in-second-phase-of-genesis-mission/" } ], "partners": [ { "n": "Commonwealth Fusion Systems", "date": "2026-10", "v": "第二阶段唯一牵头的私营公司，建 SPARC 聚变装置的 AI 数字孪生，联合 10 家国家实验室等", "src": "https://www.cfs.energy/news-and-media/commonwealth-fusion-systems-to-lead-ai-enabled-digital-twin-fusion-project-in-second-phase-of-genesis-mission/" } ], "note": "这是政府项目，不是机构，biz 按非营利暂放，请主编定。行政令签署日在官方页写 2025-11-24（能源部稿）。新华社文章称截至目前美国官方尚未公布平台“初始运行能力”演示的明确报告，该说法未交叉核。预算金额未查。" }, { "name": "Atinary Technologies", "layer": "l1", "url": "https://atinary.com", "hq": "洛桑 / 门洛帕克", "region": "海外", "founded": 2019, "desc": "SDLabs 自驱动实验室平台，自建波士顿实验室产出分子与材料数据", "business_model": "卖平台或软件", "science_fields": [ "化学", "材料" ], "flagship_model": { "v": "SDLabs（代理式 AI 平台）", "src": "https://www.nasdaq.com/press-release/bruker-announces-strategic-collaboration-atinary-technologies-advance-self-driving" }, "milestones": [ { "k": "里程碑", "v": "波士顿自驱动实验室启用，含 Chemspeed 机器人与 Bruker NMR", "date": "2026-02", "src": "https://cen.acs.org/physical-chemistry/computational-chemistry/Self-driving-labs-changing-chemists/104/web/2026/06" } ], "partners": [ { "n": "Bruker / Chemspeed", "date": "2026-08", "v": "扩大战略合作，Bruker 少数股权投资（金额未披露）", "src": "https://www.nasdaq.com/press-release/bruker-announces-strategic-collaboration-atinary-technologies-advance-self-driving" }, { "n": "Takeda", "date": "2024-11", "v": "扩大合作，共同启动 Atinary Lab", "src": "https://atinary.com/news/launch-of-the-atinary-lab/" } ], "total_raised": "累计融资至少约 $1000 万（C&EN 口径）", "funding": [ { "date": "2026-08", "round": "战略少数股权", "amount": "未披露", "lead": "Bruker", "src": "https://www.nasdaq.com/press-release/bruker-announces-strategic-collaboration-atinary-technologies-advance-self-driving" }, { "date": "2023-09", "round": "种子轮", "amount": "$500 万", "lead": "AgFunder", "src": "https://profiles.crustdata.com/company/atinary-technologies-inc" } ], "note": "补充收录。种子轮金额来自 Crustdata 聚合页，领投方 AgFunder 见公司公告 https://atinary.com/news/launch-of-the-atinary-lab/ ；C&EN 称至少 $1000 万外部融资，未披露明细。" }, { "name": "Emerald Cloud Lab", "layer": "l1", "url": "https://www.emeraldcloudlab.com", "hq": "南旧金山", "region": "海外", "desc": "远程操控的全自动实验室，200 余种仪器按需下单", "business_model": "卖数据或服务", "science_fields": [ "生物", "化学" ], "partners": [ { "n": "Stanford、Purdue、Morehouse College（NSF 自动化科学网络）", "date": "2026-07", "v": "参与 NSF 4 亿美元可编程云实验室网络项目，Stanford 团队获 2000 万美元", "src": "https://news.morehouse.edu/morehouse-college-emerges-as-leading-partner-in-1m-nsf-grant-to-advance-automated-sciences" } ], "valuation": { "v": "$3.36 亿", "date": "2025-07", "kind": "投后估值，Forge 二级市场平台数据，无一手出处", "src": "https://forgeglobal.com/emerald-cloud-lab_ipo/" }, "total_raised": "累计融资约 $1.51 亿（Forge 口径，未见公司公告）", "funding": [ { "date": "2025-07", "round": "C-1 轮（Forge 口径）", "amount": "$6500 万", "lead": "未披露", "post": "投后 $3.3594 亿", "src": "https://forgeglobal.com/emerald-cloud-lab_ipo/" } ], "note": "融资与估值仅见 Forge，公司与主流媒体未查到公告，需标二手。成立年份官方页未核。Strateos 另有一篇称 ECL 已倒闭的页面（unicornburn）与 NSF 项目事实矛盾，已弃用。" }, { "name": "Ginkgo Bioworks（自动化与云实验室业务）", "layer": "l1", "url": "https://www.ginkgobioworks.com", "hq": "波士顿", "region": "海外", "founded": 2009, "desc": "RAC 机器人工作单元与 Nebula 自动化实验室，经 Datapoints 当云实验室卖", "business_model": "卖数据或服务", "science_fields": [ "生物", "通用" ], "milestones": [ { "k": "里程碑", "v": "2026 Q2 财报披露赢得 MIT、Caltech、Northwestern、马里兰大学自动化实验室建设合同", "date": "2026-08", "src": "https://investors.ginkgobioworks.com/news/news-details/2026/Ginkgo-Bioworks-Reports-Second-Quarter-2026-Results-Wins-Government-Contracts-to-Build-Autonomous-Labs-at-MIT-Caltech-Northwestern-and-University-of-Maryland-2026-qs5ge_LiVB/" } ], "partners": [ { "n": "Pacific Northwest National Laboratory", "date": "2025-12", "v": "首批 RAC 机器人进驻 PNNL（CEO 在 Q1 财报电话会所述）", "src": "https://www.fool.com/earnings/call-transcripts/2026/05/08/ginkgo-bioworks-dna-q1-2026-earnings-transcript/" } ], "revenue": { "v": "2026 Q2 持续经营收入约 $2000 万（同比降 48%），上半年约 $4000 万", "date": "2026-06", "kind": "公司财报；已剔除 2026-04 完成出售的生物安全业务", "src": "https://www.nasdaq.com/articles/ginkgo-bioworks-q2-earnings-call-highlights" }, "key_data": [ { "k": "Nebula 自动化实验室规模", "v": "RAC 超过 100 台", "date": "2026-08", "src": "https://stockanalysis.com/stocks/dna/transcripts/" }, { "k": "现金", "v": "现金及等价物 $3.02 亿", "date": "2026-06", "src": "https://www.nasdaq.com/articles/ginkgo-bioworks-q2-earnings-call-highlights" } ], "public": true, "also_in": [ { "t": "AIDD 药物发现图谱", "u": "https://aidd-map.vercel.app" } ], "note": "只写自动化与云实验室业务；公司整体以合成生物为主。2026 全年现金消耗指引 $1.25 亿到 $1.5 亿。融资与估值按上市公司不填。" }, { "name": "Medra", "layer": "l1", "url": "https://www.medra.ai", "hq": "旧金山湾区", "region": "海外", "desc": "通用机器人跑标准实验仪器，配 AI 实验员做规划，建自有自动化实验室", "business_model": "卖数据或服务", "science_fields": [ "生物", "通用" ], "milestones": [ { "k": "里程碑", "v": "ML001 自动化实验室（3.8 万平方英尺）开放；AI Experimentalist 发布并披露 DARPA 资助项目", "date": "2026-06", "src": "https://korthosrobotics.com/research/medra-ai-experimentalist-darpa-autonomous-lab-2026" } ], "partners": [ { "n": "Genentech", "date": "2025-12", "v": "合作，用 Medra 物理与科学 AI 支持其「lab in a loop」", "src": "https://www.pharmalive.com/medra-raises-52-million-to-build-physical-ai-scientists-partners-with-genentech/" } ], "total_raised": "累计融资未披露", "funding": [ { "date": "2025-12", "round": "A 轮", "amount": "$5200 万", "lead": "Human Capital（Lux、Neo、NFDG、Menlo Ventures 等跟投）", "src": "https://www.medra.ai/series-a" } ], "note": "成立年份、fm 官方页未查到；ML001 与 DARPA 信息来自 Korthos 聚合页，未找到公司原稿。场景偏药物研发实验，主业是实验机器人，保留 l1。" }, { "name": "Telescope Innovations", "layer": "l1", "url": "https://telescopeinnovations.com", "hq": "温哥华", "region": "海外", "desc": "向药企交付化学结晶等自驱动实验室平台，兼做电池材料化工", "business_model": "卖平台或软件", "science_fields": [ "化学", "材料" ], "milestones": [ { "k": "产品", "v": "2026 财年内第三套自驱动实验室签约（欧洲大型药企），前两套为韩国制药协会与 Pfizer", "date": "2026-06", "src": "https://telescopeinnovations.com/telescope-innovations-secures-third-self-driving-lab-deployment-with-major-global-pharmaceutical-company/" } ], "partners": [ { "n": "Pfizer", "date": "2026-02", "v": "安装自驱动实验室平台", "src": "https://telescopeinnovations.com/telescope-innovations-secures-third-self-driving-lab-deployment-with-major-global-pharmaceutical-company/" } ], "revenue": { "v": "2026 财年 Q3 收入约 CAD 210 万，年初至今同比增 80%", "date": "2026-06", "kind": "公司财报，Pluang 转述", "src": "https://pluang.com/en/news-feed/hasil-keuangan-kuartal-3-telescope-innovations-2026" }, "public": true, "note": "补充收录；加拿大 CSE 上市（TELI），是小盘股。成立年份未核。收入数字来自转述页，未打开公司财报原文。" }, { "name": "Tetsuwan Scientific", "layer": "l1", "url": "https://www.tetsuwan.com", "hq": "旧金山", "region": "海外", "founded": 2023, "desc": "把 AI 智能体接入低成本实验机器人，自主跑实验的「机器人科学家」", "business_model": "卖平台或软件", "science_fields": [ "生物" ], "total_raised": "累计融资约 $270 万（该轮公告，之后融资未查到）", "funding": [ { "date": "2024-11", "round": "前种子轮", "amount": "$270 万", "lead": "2048 Ventures（Carbon Silicon、Everywhere Ventures 等跟投）", "src": "https://www.synbiobeta.com/read/first-autonomous-robotic-scientist-launched-as-tetsuwan-scientific-secures-2-7m" } ], "customers": [ "La Jolla Labs（RNA 药物研发，首个部署）" ], "note": "资料少，2024-11 之后进展没查到。fm 月份未查到（成立 2023）。" }, { "name": "术也科技 Shuye Technology", "layer": "l1", "url": "https://www.vecverse.com/", "region": "中国", "desc": "Physical AI 自驱动实验室机器人与智能体", "business_model": "卖平台或软件", "science_fields": [ "生物", "通用" ], "total_raised": "累计融资未披露", "funding": [ { "date": "2026-07", "round": "Pre-A 轮", "amount": "数千万元", "lead": "太朴生命科学投资（万原点基金跟投）", "src": "https://36kr.com/p/3924586316331392" } ], "note": "补充收录，资料少。英文名为暂拟，官网、总部城市、成立时间未查到，url 用融资报道页。偏生命科学实验工具。" }, { "name": "镁伽科技 MegaRobo", "layer": "l1", "url": "https://www.megarobo.tech", "hq": "北京", "region": "中国", "founded": 2016, "desc": "智慧实验室机器人系统与自主智能体，另做智能制造", "business_model": "卖平台或软件", "science_fields": [ "生物", "通用" ], "also_layers": [ "l2" ], "valuation": { "v": "105 亿元", "date": "2025", "kind": "胡润 2025 全球独角兽榜口径", "src": "https://www.36kr.com/p/3370213566582537" }, "total_raised": "累计融资约 27 亿元，9 轮（媒体口径，招股书前）", "key_data": [ { "k": "客户数", "v": "截至 2024 年底服务 880 余家企业客户", "date": "2024-12", "src": "https://m.chinastarmarket.cn/detail/2080880" } ], "note": "2025-06 递交港股招股书，2025-12-25 失效；Bloomberg 报道称计划最早 2026 年重新赴港上市、募资至少 3 亿美元（快讯 https://wallstreetcn.com/livenews/2932473 ，未确认）。融资累计 27 亿元见格隆汇 https://dxpress.gelonghui.com/p/2473884 。收入与亏损未采个人调研稿数字。官网域名未核，url 为推测，需确认。" }, { "name": "Automata", "layer": "l2", "url": "https://automata.tech", "hq": "伦敦", "region": "海外", "founded": 2015, "desc": "LINQ 模块化机器人加编排软件，让湿实验室可编程、对 AI 开放", "business_model": "卖平台或软件", "science_fields": [ "生物", "通用" ], "flagship_model": { "v": "LINQ", "src": "https://www.rdworldonline.com/automata-raises-45m-to-scale-lab-automation-platform-adds-danaher-as-strategic-investor/" }, "partners": [ { "n": "Danaher（Beckman Coulter Life Sciences、Molecular Devices）", "date": "2026-02", "v": "战略合作，把各自仪器接入 LINQ，Danaher 参与 C 轮", "src": "https://pharmaceuticalmanufacturer.media/pharma-manufacturing-news/latest-pharmaceutical-manufacturing-news/beckman-coulter-life-sciences-partners-with-automata/" } ], "total_raised": "累计融资未披露（公司口径）", "funding": [ { "date": "2026-01", "round": "C 轮", "amount": "$4500 万", "lead": "Dimension（Danaher Ventures 参与）", "src": "https://www.rdworldonline.com/automata-raises-45m-to-scale-lab-automation-platform-adds-danaher-as-strategic-investor/" } ], "key_data": [ { "k": "客户", "v": "公司称有 5 家顶级药企客户", "date": "2026-01", "src": "https://www.rdworldonline.com/automata-raises-45m-to-scale-lab-automation-platform-adds-danaher-as-strategic-investor/" } ], "note": "Multiples.vc 页把总部写成以色列、轮次写成 2026-06，与 R&D World 新闻稿冲突，不采。" }, { "name": "Chemspeed Technologies", "layer": "l2", "url": "https://www.chemspeed.com", "hq": "巴塞尔", "region": "海外", "desc": "化学与材料研发用模块化自动化工作站 FLEX，支持自驱动实验室", "business_model": "卖平台或软件", "science_fields": [ "化学", "材料" ], "flagship_model": { "v": "FLEX 自动化工作站", "src": "https://www.nasdaq.com/press-release/bruker-announces-closing-of-chemspeed-technologies-ag-acquisition-2024-03-07" }, "partners": [ { "n": "Atinary", "date": "2026-08", "v": "在 Chemspeed 总部共建联合演示实验室，机器人用于 Atinary 自驱动实验室", "src": "https://www.nasdaq.com/press-release/bruker-announces-strategic-collaboration-atinary-technologies-advance-self-driving" } ], "revenue": { "v": "Bruker 预计 2024 年每季度收入约 $1000 万", "date": "2024-03", "kind": "收购方预期，非已披露业绩", "src": "https://www.nasdaq.com/press-release/bruker-announces-closing-of-chemspeed-technologies-ag-acquisition-2024-03-07" }, "total_raised": "累计融资未披露", "owner": "2024-03-07 被 Bruker 收购完成（2024-01 宣布），价格未在新闻稿披露；Bruker 称 Chemspeed 仍作为独立品牌运营", "note": "成立年份官方页未核；收购价格未查到。" }, { "name": "Opentrons", "layer": "l2", "url": "https://opentrons.com", "hq": "纽约", "region": "海外", "founded": 2014, "desc": "开放、可编程的移液与实验机器人 Flex，定位自主科学的执行层", "business_model": "卖平台或软件", "science_fields": [ "生物", "通用" ], "flagship_model": { "v": "Opentrons Flex", "src": "https://investor.wedbush.com/wedbush/article/bizwire-2026-10-29-opentrons-announces-40m-series-e-round-to-standardize-ai-driven-science-on-its-robots" }, "total_raised": "Form D 合计约 $3.034 亿（HVCF 汇总，未含 2026-10 E 轮）", "funding": [ { "date": "2026-10", "round": "E 轮", "amount": "$4000 万", "lead": "Avego（BroadOak Capital Partners 参与）", "src": "https://investor.wedbush.com/wedbush/article/bizwire-2026-10-29-opentrons-announces-40m-series-e-round-to-standardize-ai-driven-science-on-its-robots" }, { "date": "2021-09", "round": "C 轮", "amount": "$2 亿", "lead": "SoftBank Vision Fund 2", "post": "估值约 $18 亿（报道值）", "src": "https://healthcareventurecapitalfund.com/companies/opentrons/" } ], "key_data": [ { "k": "装机量", "v": "超过 11000 台机器人，覆盖 80 余国", "date": "2026-10", "src": "https://investor.wedbush.com/wedbush/article/bizwire-2026-10-29-opentrons-announces-40m-series-e-round-to-standardize-ai-driven-science-on-its-robots" } ], "note": "E 轮未披露估值。自称部署于 90% 的全球前 20 药企（同一新闻稿，公司自述）。Form D 汇总为第三方整理。" }, { "name": "Trilobio", "layer": "l2", "url": "https://www.trilo.bio", "hq": "旧金山", "region": "海外", "founded": 2021, "desc": "模块化自校准实验机器人 Trilobot 加无代码 Trilobio OS", "business_model": "卖平台或软件", "science_fields": [ "生物" ], "flagship_model": { "v": "Trilobot、Trilobio OS", "src": "https://www.trilo.bio/blog/trilobio-8m-seed-round" }, "total_raised": "累计融资约 $1100 万（Crustdata 聚合口径）", "funding": [ { "date": "2025-05", "round": "种子轮", "amount": "$800 万", "lead": "Initialized Capital（Argon Ventures、Lowercarbon Capital 参与）", "src": "https://www.trilo.bio/blog/trilobio-8m-seed-round" }, { "date": "2023-11", "round": "前种子轮", "amount": "$300 万", "lead": "Lowercarbon Capital", "src": "https://profiles.crustdata.com/company/trilobio" } ], "note": "PitchBook 另列 2026-01 一笔种子轮，金额与投资方未公开，不采。" }, { "name": "立妙达智能 Limiaoda", "layer": "l2", "url": "https://www.xhby.net/content/s69d78c66e4b0cff251043f9a.html", "hq": "苏州", "region": "中国", "desc": "AI+机器人，做 AI for Science 无人实验室与半导体、物流机器人", "business_model": "卖平台或软件", "science_fields": [ "生物", "通用" ], "also_layers": [ "l1" ], "total_raised": "累计融资未披露", "funding": [ { "date": "2026-03", "round": "A+ 轮", "amount": "超 1 亿元", "lead": "金沙江联合资本（宏沣资本、爱杭基金、嘉祐基金、鑫诚资本共同出资）", "src": "https://www.163.com/dy/article/KO5E2EDM05198R3E.html" } ], "note": "补充收录。成立时间两处不一致：投资界称 2021-12，新华报业称 2025；报道称此为首轮融资。实验室业务占比未查到。官网未查到，url 用融资报道页。" }, { "name": "Atmo", "layer": "p1", "url": "https://www.atmo.ai", "hq": "旧金山", "region": "海外", "desc": "AI 气象模型，服务政府、军方与气象机构", "business_model": "卖平台或软件", "science_fields": [ "气候与地球" ], "milestones": [ { "k": "里程碑", "v": "2026-10-28 被 Vaisala 完成收购，并入 Vaisala Xweather", "date": "2026-10", "src": "https://www.vaisala.com/en/press-releases/2026-10/vaisala-completes-acquisition-ai-weather-company-atmo-inc" } ], "revenue": { "v": "2025 年收入 $200 万；2026 年合同收入超 $600 万", "date": "2026-06", "kind": "Vaisala 收购公告披露", "src": "https://www.vaisala.com/fi/porssitiedotteet/2026-06/sisapiiritieto-vaisala-ostaa-tekoalysaayhtio-atmo-incn-johtaakseen-meteorologian-murrosta" }, "total_raised": "累计融资未披露（Inven 称约 $19.6M、Crustdata 称 $28.8M，口径不一，均非一手）", "owner": "2026-10-28 被 Vaisala 完成收购；固定价 $70M，另有最高 $60M 业绩与留任对价（2026–2028），6 月 17 日宣布", "note": "20 名美国员工含创始人并入 Vaisala。成立年份（PitchBook 记 2020，非一手）、官网域名、具体模型名称与开源情况未核到。2024-12 融资轮在聚合站出现，一手公告未找到。收购公告：https://www.meteorologicaltechnologyinternational.com/news/digital-applications/vaisala-to-acquire-ai-weather-forecasting-company-atmo.html" }, { "name": "Brightband", "layer": "p1", "url": "https://www.brightband.com", "hq": "旧金山", "region": "海外", "founded": 2024, "desc": "端到端 AI 概率天气预报系统，并做开源预报模型", "business_model": "卖平台或软件", "science_fields": [ "气候与地球" ], "flagship_model": { "v": "Brightband 预报平台（AI 概率预报）", "src": "https://www.bloomberg.com/news/articles/2024-09-19/startup-founded-by-ex-google-exec-to-use-ai-to-forecast-weather?embedded-checkout=true" }, "partners": [ { "n": "NVIDIA（Earth-2 开放栈早期使用方）", "date": "2026-01", "v": "NVIDIA 在发布 Earth-2 开放模型时点名 Brightband 为正在使用和测试的开发方之一", "src": "https://blogs.nvidia.com/blog/nvidia-earth-2-open-models/" } ], "total_raised": "累计融资约 $10M（A 轮公告口径，之后未查到新轮次）", "funding": [ { "date": "2024-09", "round": "A 轮", "amount": "$10M", "lead": "Prelude Ventures（跟投：Starshot Capital、Garage Capital、Bain 旗下 Future Back Ventures、Preston-Werner Ventures、CLAI Ventures 等）", "src": "https://techround.co.uk/news/former-google-exec-ai-weather-forecasting-startup/" } ], "note": "Bloomberg 称公司计划做付费产品并配一个开源 AI 预报模型；开源权重是否已发布、许可证未核到，故不填 open。成立月份未查到（2024 年夏天推出）。估值、收入、客户未查到。" }, { "name": "ClimateAi", "layer": "p1", "url": "https://climate.ai", "hq": "旧金山", "region": "海外", "desc": "用 AI 做长期天气与气候预测，服务食品农业供应链", "business_model": "卖平台或软件", "science_fields": [ "气候与地球" ], "flagship_model": { "v": "ClimateLens 平台", "src": "https://agfundernews.com/climate-resilience-platform-climateai-winds-down-operations" }, "total_raised": "累计融资约 $3800 万（AgFunderNews 口径）", "customers": [ "Dole", "Suntory", "Oatly", "McCain" ], "owner": "2026-08 宣布停止运营并向投资人返还资金（AgFunderNews、Dealroom 报道），是否有买方未披露", "note": "已关停，保留是否由你定。成立年份官方稿写“八年前”，约 2018 年，不精确，故不填 founded。" }, { "name": "Jua", "layer": "p1", "url": "https://jua.ai", "hq": "苏黎世", "region": "海外", "founded": 2022, "desc": "面向能源市场的 AI 天气模型 EPT 系列（“大物理模型”）", "business_model": "卖平台或软件", "science_fields": [ "气候与地球" ], "flagship_model": { "v": "EPT-2（约 9 km、逐小时、20 天预报；含 30 成员集合 EPT-2e）", "src": "https://arxiv.org/abs/2507.09703" }, "milestones": [ { "k": "论文", "v": "发布 EPT-2 技术报告（arXiv 2507.09703）", "date": "2025-07", "src": "https://arxiv.org/abs/2507.09703" } ], "total_raised": "累计融资约 $27M（Moneycab 转述公司口径）", "funding": [ { "date": "2025-06", "round": "A 轮", "amount": "$11M（€10M）", "lead": "Ananda Impact Ventures、Future Energy Ventures 联合领投（跟投：468 Capital、Promus Ventures 等）", "src": "https://fev.vc/fev-co-leads-series-a-with-ananda-impact-ventures-into-jua-a-earth-simulation-provier/" }, { "date": "2024", "round": "种子轮", "amount": "$16M", "lead": "未核到", "src": "https://www.moneycab.com/finanz/jua-sammelt-11-millionen-dollar-fuer-die-erweiterung-der-erdsimulationsplattform-fuer-energie-und-klimavorhersagen/" } ], "customers": [ "（官网称为五大洲的电力与天然气交易台，具体客户名未查到）" ], "note": "成立月份未查到。公司自称 EPT-2 在第三方基准上优于 ECMWF 集合、GraphCast、Earth-2、Aurora，属公司口径。API 里同时提供 EPT-2、Microsoft Aurora、GraphCast。EPT-2 权重是否开放未核到；其 stationbench 评测工具为 MIT 开源（GitHub juaAI/stationbench）。2025 年之后是否有新轮次未查到。" }, { "name": "Silurian", "layer": "p1", "url": "https://silurian.ai", "hq": "旧金山", "region": "海外", "founded": 2024, "desc": "天气起步的地球模拟基础模型，GFT 做全球与飓风预报", "business_model": "卖平台或软件", "science_fields": [ "气候与地球" ], "flagship_model": { "v": "GFT（Generative Forecasting Transformer，1.5B 参数，约 11 km 分辨率、预报 14 天）", "src": "https://www.ycombinator.com/launches/Lcz-silurian-simulate-the-earth" }, "milestones": [ { "k": "产品", "v": "发布 GFT，称在多个变量上最多优于 NOAA、ECMWF 数值预报 30%（公司口径），并以 Beryl 飓风案例展示", "date": "2024-08", "src": "https://www.ycombinator.com/launches/Lcz-silurian-simulate-the-earth" } ], "partners": [ { "n": "Disaster Tech（PRATUS 平台）", "date": "2025-06", "v": "把 Silurian 的 GFT-C 飓风模型接入应急管理决策平台 PRATUS", "src": "https://www.cbinsights.com/company/silurian" } ], "total_raised": "累计融资未披露（PitchBook 称约 $5.5M，StartupHub 称 $6M 种子，均为聚合站，未找到一手公告）", "note": "YC S24。创始团队来自 Microsoft Research（Aurora）与 Google Brain，这一点见官方 Launch YC 页。成立月份、权重是否开放、估值、收入未查到。" }, { "name": "Tomorrow.io", "layer": "p1", "url": "https://www.tomorrow.io", "hq": "波士顿", "region": "海外", "founded": 2016, "desc": "自建雷达卫星星座加 AI 预报，卖天气与韧性平台", "business_model": "卖平台或软件", "science_fields": [ "气候与地球" ], "flagship_model": { "v": "Tomorrow.io 预报平台与 DeepSky 卫星星座", "src": "https://techtime.co.il/2026/05/28/tomorrow-io-2/" }, "milestones": [ { "k": "里程碑", "v": "完成首个商用天气雷达卫星星座部署，共发射 13 颗卫星", "date": "2026-01", "src": "https://www.enlacejudio.com/2026/02/05/la-empresa-israeli-spacex-del-clima-recauda-175-millones-para-poner-en-orbita-satelites-de-nueva-generacion/amp/" } ], "valuation": { "v": "超 $10 亿", "date": "2026-02", "kind": "F 轮后估值，媒体报道（Times of Israel 转述），具体数字未披露", "src": "https://www.enlacejudio.com/2026/02/05/la-empresa-israeli-spacex-del-clima-recauda-175-millones-para-poner-en-orbita-satelites-de-nueva-generacion/amp/" }, "revenue": { "v": "ARR 约 $1 亿", "date": "2026-02", "kind": "年化经常性收入，公司自报（经 Startupper 转述）", "src": "https://startupper.gr/deals/240435/tomorrow-io-neos-monokeros-me-175-ekat-dolaria-gia-tin-spacex-tou-kairou/" }, "total_raised": "累计融资约 $535M（公司口径，据 Shavit Capital 转述）", "funding": [ { "date": "2026-05", "round": "F 轮追加", "amount": "$35M", "lead": "Pitango（跟投：Harel Group、HarbourVest、Stonecourt），F 轮合计 $210M", "src": "https://www.shavitcapital.com/weather-intelligence-unicorn-tomorrow-io-expands-series-f-to-210-million-with-35-million-in-new-funding/" }, { "date": "2026-02", "round": "F 轮", "amount": "$175M", "lead": "Stonecourt Capital、HarbourVest 领投", "src": "https://www.enlacejudio.com/2026/02/05/la-empresa-israeli-spacex-del-clima-recauda-175-millones-para-poner-en-orbita-satelites-de-nueva-generacion/amp/" } ], "customers": [ "NASA", "美国空军", "250+ 家企业与机构（航空、物流、能源、保险）" ], "note": "AI 只是其卫星加预报栈的一部分，科学含量偏数据与产品；是否保留由你定。原名 ClimaCell。TipRanks 的累计融资数字与公司口径不一致，不采。" }, { "name": "WindBorne Systems", "layer": "p1", "url": "https://windbornesystems.com", "hq": "帕洛阿尔托", "region": "海外", "desc": "自有长航时气象气球网络加 WeatherMesh AI 预报模型", "business_model": "卖数据或服务", "science_fields": [ "气候与地球" ], "flagship_model": { "v": "WeatherMesh 6（2026 年初夏发布，约 3 km 分辨率）", "src": "https://www.techjuice.pk/windborne-wins-49m-us-air-force-contract-weather-balloon-data/" }, "milestones": [ { "k": "产品", "v": "发布 WeatherMesh-6，公司称按公开基准最准的天气预报模型", "date": "2026-06", "src": "https://secure.businesswire.com/news/home/20260805866322/en/WindBorne-Systems-Raises-%2437-Million-to-Build-the-Worlds-Weather-Intelligence-Infrastructure" } ], "partners": [ { "n": "美国空军（557th Weather Wing、16th Weather Squadron）", "date": "2026-10", "v": "合同上限 $49M，非竞争性授予，已下单约 $1.7M，按需付费", "src": "https://techcrunch.com/2026/10/12/windborne-wins-a-hefty-us-air-force-contract-for-its-balloon-data/" } ], "also_layers": [ "p1" ], "valuation": { "v": "$250M", "date": "2026-08", "kind": "B 轮投后估值，TechCrunch 报道（经 TNW 转述）", "src": "https://thenextweb.com/news/windborne-37m-series-b-weather-ai-balloons" }, "total_raised": "累计融资超 $62M（公司口径）", "funding": [ { "date": "2026-08", "round": "B 轮", "amount": "$37M", "lead": "Khosla Ventures、Galvanize 联合领投（跟投：TransLink Capital、Lux Capital、老股东）", "post": "投后 $250M（TNW / TechJuice 转述 TechCrunch）", "src": "https://secure.businesswire.com/news/home/20260805866322/en/WindBorne-Systems-Raises-%2437-Million-to-Build-the-Worlds-Weather-Intelligence-Infrastructure" }, { "date": "2024-06", "round": "A 轮", "amount": "$15M", "lead": "未核到", "src": "https://parsers.vc/startup/windbornesystems.com/" } ], "key_data": [ { "k": "同时在空气球数", "v": "超 600 个（过去 12 个月收入翻三倍、星座规模翻三倍，公司口径）", "date": "2026-08", "src": "https://secure.businesswire.com/news/home/20260805866322/en/WindBorne-Systems-Raises-%2437-Million-to-Build-the-Worlds-Weather-Intelligence-Infrastructure" } ], "customers": [ "美国国家气象局", "美国空军", "美国海军（研究合作）" ], "note": "主业有一半是硬件传感网络，AI 预报是其数据变现层；分层放 p1 合适。成立年份所引来源未写，未填。权重开放情况未核到。" }, { "name": "Zeus AI", "layer": "p1", "url": "https://myzeus.ai", "hq": "剑桥（马萨诸塞）", "region": "海外", "founded": 2022, "desc": "用卫星影像做 3D 大气分析、临近预报与千米级 AI 天气基础模型", "business_model": "卖平台或软件", "science_fields": [ "气候与地球" ], "flagship_model": { "v": "EarthNet 全球基础模型、LENS-Cast 临近预报", "src": "https://myzeus.ai/blog/" }, "milestones": [ { "k": "里程碑", "v": "获美国能源部 SBIR 二期资助，做千米级严重天气 AI 基础模型", "date": "2026-02", "src": "https://www.linkedin.com/posts/zeus-ai_were-excited-to-share-that-zeus-ai-has-been-activity-7427091667708440576-KkQH" } ], "total_raised": "累计融资未披露（Crustdata 汇总约 $1.2M，主要为政府资助）", "funding": [ { "date": "2023-07", "round": "NASA SBIR 二期（政府资助）", "amount": "$850K", "lead": "NASA", "src": "https://myzeus.ai/blog/" } ], "note": "小团队（约 11 人，Crustdata），收入主要来自政府 SBIR。成立月份未查到。" }, { "name": "天序智能 Tianxu Intelligence", "layer": "p1", "url": "https://www.tianxuai.com/", "hq": "嘉兴", "region": "中国", "founded": 2024, "founded_month": "2024-10", "desc": "能源气象大模型加自有“凝空星座”卫星，做高分辨率风光预报", "business_model": "卖平台或软件", "science_fields": [ "气候与地球" ], "flagship_model": { "v": "CMA-WSP-AI（与气象部门联合发布）、“洛伦兹框架”能源气象大模型", "src": "https://guba.eastmoney.com/news,cjpl,1782188653.html" }, "milestones": [ { "k": "产品", "v": "联合发布国内首个能源气象大模型 CMA-WSP-AI，称 1 km 风速预测指标优于 EC-HRES（公司口径）", "date": "2025-10", "src": "https://guba.eastmoney.com/news,cjpl,1782188653.html" } ], "total_raised": "累计融资未披露", "funding": [ { "date": "2026-10", "round": "Pre-A+ 轮", "amount": "数千万元", "lead": "厚雪资本（独家）", "src": "https://www.bianews.com/news/details?id=247027" } ], "note": "官网未查到，url 用硬氪报道转载页。资料来自硬氪与科创板日报转载。估值、收入、客户、权重开放情况未查到。" }, { "name": "BeyondMath", "layer": "p2", "url": "https://beyondmath.com", "hq": "伦敦", "region": "海外", "founded": 2022, "founded_month": "2022-05", "desc": "在物理定律上预训练的生成式物理基础模型，做工程仿真", "business_model": "卖平台或软件", "science_fields": [ "物理与工程" ], "flagship_model": { "v": "BeyondMath 生成式物理平台（称仿真比传统超算快至 1000 倍，公司口径）", "src": "https://tech.eu/2026/02/25/beyondmath-secures-185m-to-expand-the-worlds-largest-foundational-physics-ai-model/" }, "partners": [ { "n": "Honeywell", "date": "2026-02", "v": "三年期 STRATA 项目，约 $19M（TFN 报道）", "src": "https://techfundingnews.com/beyondmath-raises-18-5m-physics-ai-simulation/" }, { "n": "NVIDIA、AWS", "date": "2026-02", "v": "建立合作关系（Tech.eu 报道）", "src": "https://tech.eu/2026/02/25/beyondmath-secures-185m-to-expand-the-worlds-largest-foundational-physics-ai-model/" } ], "total_raised": "累计融资约 $20.35M（CEO 对 TFN 口径）", "funding": [ { "date": "2026-02", "round": "种子轮延伸", "amount": "$10M", "lead": "Cambridge Innovation Capital（跟投：UP.Partners、Insight Partners、InMotion Ventures）", "src": "https://tech.eu/2026/02/25/beyondmath-secures-185m-to-expand-the-worlds-largest-foundational-physics-ai-model/" }, { "date": "2024-08", "round": "种子轮", "amount": "$8.5M", "lead": "UP.Partners", "src": "https://profiles.crustdata.com/company/beyondmath" } ], "note": "CEO 明确不披露估值。成立月份取英国公司注册（2022-05-16，Seedtable 转引注册处）。种子轮 $8.5M 的领投方来自 Crustdata 汇总，非一手。" }, { "name": "Emmi AI", "layer": "p2", "url": "https://www.emmi.ai", "hq": "林茨", "region": "海外", "founded": 2024, "desc": "做气流、传热、材料应力的工业物理 AI 模型", "business_model": "卖平台或软件", "science_fields": [ "物理与工程" ], "total_raised": "累计融资约 €1500 万（Reuters 口径）", "funding": [ { "date": "2025-04", "round": "种子轮", "amount": "€1500 万（约 $17M）", "lead": "Speedinvest（跟投：Serena、PUSH VC、3VC）", "src": "https://profiles.crustdata.com/company/emmi-ai" } ], "owner": "2026-05-19 被 Mistral AI 收购，价格未披露（Advantage Austria 称据报道为九位数）", "note": "Reuters 称融资 €1500 万；收购消息：https://www.channelnewsasia.com/business/mistral-ai-buys-austrian-physics-ai-startup-in-industrial-push-6130106 。成立月份、模型名称、开源情况未查到。" }, { "name": "Luminary Cloud", "layer": "p2", "url": "https://www.luminarycloud.com", "hq": "圣马特奥", "region": "海外", "founded": 2019, "desc": "GPU 云原生 CAE 仿真，并训练物理 AI 模型", "business_model": "卖平台或软件", "science_fields": [ "物理与工程" ], "flagship_model": { "v": "Luminary Physics AI 平台（Large Physics Models）", "src": "https://luminary.ai/resources/luminary-cloud-appoints-sudhir-suds-menon-as-chief-product-officer/" }, "milestones": [ { "k": "产品", "v": "出隐身，发布云原生 GPU CAE 平台", "date": "2024-03", "src": "https://luminary.ai/resources/the-future-of-luminary-cloud/" } ], "partners": [ { "n": "Northrop Grumman、NVIDIA", "date": "2025-12", "v": "联合产出用于航天部件（含火箭喷管设计）的物理 AI 模型", "src": "https://luminary.ai/resources/luminary-cloud-appoints-sudhir-suds-menon-as-chief-product-officer/" } ], "total_raised": "累计融资约 $187M（Caplight 汇总，非一手）；公司未公布总数", "funding": [ { "date": "2025-09", "round": "B 轮", "amount": "$72M", "lead": "N47（跟投：Sutter Hill Ventures、NVentures）", "src": "https://luminary.ai/resources/luminary-cloud-appoints-sudhir-suds-menon-as-chief-product-officer/" }, { "date": "2024-03", "round": "出隐身时披露", "amount": "累计 $115M", "lead": "Sutter Hill Ventures", "src": "https://www.mobilityengineeringtech.com/component/content/article/50587-sae-ma-07373" } ], "customers": [ "Northrop Grumman", "Joby Aviation", "Otto Aerospace" ], "note": "创始人两位，2019 年成立（Develop3D）。估值未公布（Caplight/Forge 为估算，不采）。权重开放情况未核到。" }, { "name": "Monolith AI", "layer": "p2", "url": "https://www.monolithai.com", "hq": "伦敦", "region": "海外", "founded": 2016, "desc": "用仿真与实验数据训练 ML 模型，做测试优化与异常检测", "business_model": "卖平台或软件", "science_fields": [ "物理与工程" ], "total_raised": "累计融资约 $14M（Seedtable 汇总，非一手）", "funding": [ { "date": "2021-08", "round": "A 轮", "amount": "$11.7M", "lead": "Pentech Ventures、IP Group", "src": "https://seedtable.com/exits/monolith-ai" } ], "customers": [ "Nissan", "BMW", "Honeywell", "Mercedes-Benz", "Honda", "Siemens" ], "owner": "2025-10 被 CoreWeave 收购，价格未披露", "note": "收购公告见 Imperial 页面，已并入 CoreWeave。客户名中 Mercedes-Benz、Honda、Siemens 出自 Seedtable，非官方。" }, { "name": "Navier AI", "layer": "p2", "url": "https://www.navier.ai", "hq": "旧金山", "region": "海外", "founded": 2023, "desc": "用 AI Agent 自动完成网格、仿真设置与后处理的 CFD 工作流", "business_model": "卖平台或软件", "science_fields": [ "物理与工程" ], "flagship_model": { "v": "Navier CFD（2026-04 发布）、Aerodynamicist Agent", "src": "https://korthosrobotics.com/ecosystem/company/navier-ai/timeline" }, "total_raised": "累计融资约 $5.6M（种子轮公告口径）", "funding": [ { "date": "2025-12", "round": "种子轮", "amount": "$5.6M", "lead": "GV、HCVC、Y Combinator 参与（公告未标明领投）", "src": "https://www.businesswire.com/news/home/20251215832267/en/Navier-Raises-$5.6M-to-Deploy-Agent-Driven-Engineering-the-Next-Engineering-Unlock-After-CAD-and-Simulation" } ], "note": "主打 Agent 自动化仿真流程，不是训练代理模型，与 PhysicsX 路线不同；是否收需你定。成立月份、估值、客户未查到（成立年份取自 PitchBook，非一手）。PitchBook 另列“Navier 被 Japan AI 收购”，疑似同名他司，不采。" }, { "name": "Neural Concept", "layer": "p2", "url": "https://www.neuralconcept.com", "hq": "洛桑", "region": "海外", "founded": 2019, "desc": "CAD 原生、物理感知的工程 AI 平台，替代昂贵仿真迭代", "business_model": "卖平台或软件", "science_fields": [ "物理与工程" ], "flagship_model": { "v": "Neural Concept 平台（几何深度学习代理模型）", "src": "https://www.neuralconcept.com/" }, "total_raised": "累计融资未披露", "funding": [ { "date": "2025-12", "round": "C 轮", "amount": "$100M", "lead": "Goldman Sachs Alternatives 成长股权（跟投：Forestay Capital、Alven、HTGF、D. E. Shaw Ventures、Aster Capital）", "src": "https://www.nasdaq.com/press-release/neural-concept-closes-100m-funding-round-led-growth-equity-goldman-sachs-alternatives" }, { "date": "2024", "round": "B 轮", "amount": "$27M", "lead": "未核到", "src": "https://www.venture-leaders.ch/Neural-Concept-closes-USD-100M-Series-C-to-scale-AInative-engineering" } ], "key_data": [ { "k": "企业收入", "v": "过去 18 个月增长 4 倍（公司口径，绝对值未披露）", "date": "2025-12", "src": "https://www.nasdaq.com/press-release/neural-concept-closes-100m-funding-round-led-growth-equity-goldman-sachs-alternatives" }, { "k": "在用企业数", "v": "50+ 家", "date": "2025-12", "src": "https://www.nasdaq.com/press-release/neural-concept-closes-100m-funding-round-led-growth-equity-goldman-sachs-alternatives" } ], "customers": [ "General Motors", "GE Vernova", "Leonardo Aerospace", "Eaton", "Safran", "Renault Group" ], "note": "EPFL 分拆，成立年份取 GGBA/Tech.eu 的 2019（官网 A 轮稿写法不同，未核）。估值未披露。" }, { "name": "Pasteur Labs & ISI", "layer": "p2", "url": "https://pasteurlabs.ai", "hq": "布鲁克林", "region": "海外", "founded": 2021, "desc": "仿真智能平台 Tesseract，把已有物理求解器接入可微 AI 工作流", "business_model": "卖平台或软件", "science_fields": [ "物理与工程" ], "also_layers": [ "a1" ], "total_raised": "累计融资未披露", "note": "资料很少。官方页面本次未能打开核对，仅有 Crunchbase / Crustdata / CB Insights 等聚合页（种子轮，4 家投资方），故不填融资数字。确认的公开动作：开源 Tesseract 工具与黑客松（见 LinkedIn 公司页）。核对前请当作低置信度条目。" }, { "name": "PhysicsX", "layer": "p2", "url": "https://www.physicsx.ai", "hq": "伦敦", "region": "海外", "founded": 2019, "desc": "工程仿真 AI 平台与大物理模型，秒级预测物理行为", "business_model": "卖平台或软件", "science_fields": [ "物理与工程" ], "flagship_model": { "v": "PhysicsX 平台与 Large Physics Models", "src": "https://www.physicsx.ai/newsroom/physicsx-announces-300m-series-c-to-accelerate-physics-ai-for-industrial-engineering" }, "partners": [ { "n": "NVIDIA", "date": "2025-11", "v": "NVentures 投资 $20M，B 轮延伸，并深化与 NVIDIA 生态集成", "src": "https://multiples.vc/private-comps/physicsx" } ], "valuation": { "v": "约 $24 亿", "date": "2026-06", "kind": "C 轮估值，公司公告", "src": "https://www.physicsx.ai/newsroom/physicsx-announces-300m-series-c-to-accelerate-physics-ai-for-industrial-engineering" }, "total_raised": "累计融资约 $5 亿（Tech.eu 口径）", "funding": [ { "date": "2026-06", "round": "C 轮", "amount": "$300M", "lead": "Temasek（跟投：M&G、Intrepid Growth Partners、Applied Materials、Atomico、General Catalyst、NVIDIA、Siemens 等）", "post": "估值约 $24 亿", "src": "https://www.physicsx.ai/newsroom/physicsx-announces-300m-series-c-to-accelerate-physics-ai-for-industrial-engineering" }, { "date": "2025-06", "round": "B 轮", "amount": "$135M（11 月延伸 $20M）", "lead": "Atomico", "src": "https://multiples.vc/private-comps/physicsx" } ], "key_data": [ { "k": "收入增长", "v": "确认收入同比翻倍、订单收入翻三倍、客户数翻倍以上（公司口径，绝对值未披露）", "date": "2026-06", "src": "https://www.digitalengineering247.com/article/physicsx-raises-300m-in-series-c-investments-to-advance-physics-ai" }, { "k": "员工数", "v": "300 人以上", "date": "2026-06", "src": "https://www.digitalengineering247.com/article/physicsx-raises-300m-in-series-c-investments-to-advance-physics-ai" } ], "customers": [ "Rio Tinto", "Siemens", "Applied Materials" ], "note": "客户名来自 Multiples.vc 汇总，一手页面未逐个核。CB Insights 的 2026 收入 $50M 为估算，不采。权重开放情况未核到。" }, { "name": "Axiom Math", "layer": "p3", "url": "https://axiommath.ai", "hq": "帕洛阿尔托", "region": "海外", "founded": 2025, "founded_month": "2025-03", "desc": "AxiomProver 形式化数学证明，并扩展到已验证 AI 的代码验证", "business_model": "卖平台或软件", "science_fields": [ "数学" ], "flagship_model": { "v": "AxiomProver、AXLE（Lean 验证服务）", "src": "https://aiwiki.ai/wiki/axiom_math" }, "milestones": [ { "k": "里程碑", "v": "AxiomProver 在 2025 年 12 月 Putnam 竞赛 12 题全部解出（其中 8 题在考试时间内）", "date": "2025-12", "src": "https://en.theblockbeats.news/flash/335894" } ], "valuation": { "v": "$16 亿以上", "date": "2026-03", "kind": "A 轮投后估值，公司官网", "src": "https://axiommath.ai/fundraising/" }, "total_raised": "累计融资约 $2.64 亿（两轮合计）", "funding": [ { "date": "2026-03", "round": "A 轮", "amount": "$200M", "lead": "Menlo Ventures（跟投：Greycroft、Madrona、B Capital、Toyota Ventures、Triatomic Capital）", "post": "投后 $16 亿以上", "src": "https://axiommath.ai/fundraising/" }, { "date": "2025-09", "round": "种子轮", "amount": "$64M", "lead": "B Capital", "post": "估值 $3 亿（Forbes、公司）", "src": "https://aiwiki.ai/wiki/axiom_math" } ], "note": "BlockBeats 标题把估值写成“从 30 亿到 160 亿”属错误，已按官网 $1.6B+ 采用。AXLE 开放为免费服务、Axplorer 开源（AI Wiki 转述，二手）。截至 2026-10-27 官网未列更晚一轮。" }, { "name": "Harmonic", "layer": "p3", "url": "https://harmonic.fun", "hq": "帕洛阿尔托", "region": "海外", "founded": 2023, "desc": "用 Lean 4 做形式化验证的数学推理模型 Aristotle", "business_model": "卖平台或软件", "science_fields": [ "数学" ], "open_source": { "v": "闭源", "src": "https://siliconangle.com/2026/01/15/nvidias-nventures-backs-harmonic-ai-series-c-mathematical-superintelligence/" }, "flagship_model": { "v": "Aristotle（API、支持自然语言输入）", "src": "https://siliconangle.com/2026/01/15/nvidias-nventures-backs-harmonic-ai-series-c-mathematical-superintelligence/" }, "milestones": [ { "k": "里程碑", "v": "Aristotle 在 2025 年国际数学奥林匹克达到金牌水平（公司口径）", "date": "2025-07", "src": "https://siliconangle.com/2026/01/15/nvidias-nventures-backs-harmonic-ai-series-c-mathematical-superintelligence/" } ], "valuation": { "v": "$14.5 亿", "date": "2025-11", "kind": "C 轮投后估值，公司口径", "src": "https://siliconangle.com/2026/01/15/nvidias-nventures-backs-harmonic-ai-series-c-mathematical-superintelligence/" }, "total_raised": "累计融资未披露", "funding": [ { "date": "2025-11", "round": "C 轮", "amount": "$120M", "lead": "Ribbit Capital（跟投：Sequoia、Index Ventures、Kleiner Perkins、Emerson Collective；2026-01 披露 NVentures 加入）", "post": "投后 $14.5 亿", "src": "https://www.axios.com/2026/01/15/nvidia-harmonic-ai-math-accuracy" } ], "note": "闭源判断依据：公开提供 API，未见开源权重，GitHub/HF 未逐一查。成立年份各来源写法不一（2023 或 2024），取 2023。2026-01 之后是否有新轮次未查到。公司另承诺 $100 万资助研究者（LinkedIn 公告）。" }, { "name": "Math Inc", "layer": "p3", "url": "https://www.math.inc", "hq": "帕洛阿尔托", "region": "海外", "founded": 2025, "desc": "自动形式化 Agent Gauss，把大型数学证明自动译成 Lean", "business_model": "卖平台或软件", "science_fields": [ "数学" ], "flagship_model": { "v": "Gauss 自动形式化 Agent", "src": "https://www.math.inc/gauss" }, "milestones": [ { "k": "里程碑", "v": "约 3 周形式化强素数定理（约 25000 行 Lean，仓库 strongpnt 开源）", "date": "2025-09", "src": "https://www.math.inc/gauss" }, { "k": "里程碑", "v": "约 20 万行 Lean 完成 8、24 维球堆积形式化（公司与 Hack VC 称数周算力、无人在环）", "date": "2026-02", "src": "https://blog.hack.vc/why-we-invested-in-math-inc/" } ], "partners": [ { "n": "Terence Tao、Kevin Buzzard、Maryna Viazovska（Veritas Fellows）", "date": "2026", "v": "Veritas 计划：费马大定理与 Leech 格普适最优性两项形式化", "src": "https://www.math.inc/maryna-viazovska-kevin-buzzard" }, { "n": "DARPA expMath", "date": "2025-09", "v": "Gauss 工作获 DARPA expMath 项目支持", "src": "https://www.linkedin.com/posts/libor-burian-1113b0207_httpslnkdineskerm7a-math-inc-introduces-activity-7372316579667054592-E_SI" } ], "total_raised": "累计融资未披露", "note": "Hack VC 于 2026-06 发文称已投资，金额、估值、其他投资方未披露。形式化成果仓库开源，Gauss 模型本身未开源。创始人与 Morph Labs 的 Trinity 系统有渊源，Morph Labs 已转向云基础设施，未单独收。" }, { "name": "Principia Labs", "layer": "p3", "url": "https://principialabs.org", "hq": "旧金山", "region": "海外", "founded": 2025, "desc": "做能推进前沿数学研究的模型，并用自主研究流程解开放问题", "business_model": "卖平台或软件", "science_fields": [ "数学" ], "milestones": [ { "k": "里程碑", "v": "其 Principia Math 流程称解出 Erdős 1054 余下 limsup 问题、Erdős 123 等，并与 Tao 等合写论文（公司口径，未经审稿）", "date": "2026-08", "src": "https://www.linkedin.com/posts/anton-shakov-15047a308_we-recently-made-six-breakthroughs-in-pure-activity-7491163496231890945-Ixrz" } ], "total_raised": "累计融资未披露（PitchBook 只记 2025-10 一轮早期融资，4 家投资方，无金额）", "note": "资料很少，且名称易混：Principia Labs（principialabs.org，招聘为深度学习、强化学习与形式化数学）与 Principia Math（principia-math.com）疑为同一团队，但未找到官方说明，请人工确认。成立年份与总部取自 PitchBook（2025 年、旧金山），非一手。其他同名 Principia 公司（CB Insights）与本公司无关。" } ] }