CB Insights 近期更新了医疗领域人工智能创业的图景,统计了 92家创业公司的融资情况,其中中国的碳云智能完成了该领域的最大一笔融资。
在应用人工智能医疗公司的季度分析中,我们曾报告该领域的交易从 2011 年的 10 起跃至 2015 年的 60 起。截止到今年(8 月 23 日),该领域的全部公司完成了 55 轮融资。近期的交易包括伦敦创业公司 BabylonHealth 完成的 2500 万美元 A 轮融资,投资方包括 Kinnevik 和谷歌 DeepMind;中国的碳云智能完成的 1.54 亿美元 A 轮融资。
到 2025 年,人工智能系统将涉及到从大众健康管理到数字化回应病人需求这些所有的事。——弗若斯特&沙利文分析师。
我们确认了超过 90 家应用机器学习算法和预测分析的创业公司,这些公司使用这些技术减少药物发现时间、为病人提供虚拟助手、通过处理医学图像诊断疾病等等。我们在 2016 年 4 月首次发布该市场图。随后对其进行了更新,增加了从 2013 年 1 月完成融资的公司,也去掉了 MetaMind 这样的公司,MetaMind 在最近被 Salesforce 收购。
人工智能医疗创业公司的投资亮点包括:
聚集到图像和诊断的人工智能创业公司正在增加:从 2015 年 1 月开始,从事图像和诊断的 22 家公司中有 17 家完成了首轮融资(包括种子轮和 A 轮)。2014 年,Butterfly Networks 完成 1000 万美元 C 轮融资,由 Aeris Capital 和斯坦福大学投资。这是中国碳云智能的 1.54 亿美元融资和专注肿瘤的 Flatiron Health 1 亿美元融资之后的第三大融资。
在药物发现的风投:创业公司正在使用机器学习算法减少药物发现的时间,风投机构已经投资了 8 家药物发现公司中的 6 家。Andreessen Horowitz 最近种子投资了 twoXAR,该公司开发了 DUMA 药物发现平台;Khosla Ventures 和 Data Collective 投资了 Atomwise,Atomwise 去年首个公开治疗埃博拉的药物发现,并且与 MERCK 建立了合作;Lightspeed 风投合伙人在 2013 年投资了 Numedii; Foundation Capital 参与了 Numerate 的 3 轮融资。
Khosla Ventures 投资了 5 家公司:Khosla Ventures 成为了该领域中最活跃的投资者,已经投资了 5 家公司:加州专注于病人抑郁和焦躁症状的 Ginger.io;医疗分析平台 Lumiata;以色列的 Zebra Medical Vison 和加州的 Bay Labs 公司,Bay Labs 是一家将人工智能应用于图像的公司;以及药物发现创业公司 Atomwise。
远程病人监控:纽约创业公司 AiCure 获得了 1230 万美元的 A 轮融资,投资方包括 Biomatics Capital Partners、 New Leaf Venture Partners、Pritzker Group Venture Capital 和 Tribeca Venture Partners。这家公司是使用人工智能保证病人服用药物。加州的创业公司 Sense.ly 开发了一款虚拟护士助理 Molly,可在病人出院后进行跟踪看护。该公司宣称 Molly 给医师「20% 的日常反馈」。得到 Frost Data Capital 投资的 Sentrian 分析生物传感器数据,并向医师发送特殊病人的警示。
以人工智能为核心的创业公司将算法应用到医疗:以人工智能为核心的创业公司 Ayasdi 开发了一个基于拓扑数据分析的机器智能平台,并将其解决方案带给医疗提供商,主要应用于病人风险评估、降低再住院率。其他以人工智能为核心的创业公司关注医疗的包括 H2O.ai 和 Digital Reasoning Systems。
92家医疗领域的人工智能创业公司 | ||
公司 | 总融资额(美元) | 投资方(部分) |
Advenio TecnoSys | $0.1M | Kstart, Zone Startups |
AiCure | $15.1M | Biomatics Capital Partners, National Institute on Drug Abuse |
Amara Health Analytics | $0.07M | NA |
analyticsMD | $0.84M | Fenox Venture Capital, FundersClub, StartX, Y Combinator |
Apixio | $45.36M | Bain Capital Ventures, First Analysis, SSM Partners, Undisclosed Angel Investors, |
Arterys | $12M | AME Cloud Ventures, Asset Management Ventures |
Atlas | $0.65M | Indiegogo, Techstars |
Atomwise | $6.12M | AME Cloud Ventures, Data Collective |
Avalon | $0.14M | Entrepreneur First, Techstars |
Ayasdi | $97.9M | Centerview Capital, Citi Ventures |
Babylon Health | $24.94M | DeepMind Technologies, Hoxton Ventures |
Bay Labs | $2.5M | Eleven Two Capital, Jack Culpepper |
Behold.ai | $0.02M | Almaworks, gener8tor |
BioBeats | $3.23M | AXA Strategic Ventures |
Buoy Health | $2.52M | NA |
BurstIQ | $0.25M | 500 Accelerator, PV Ventures |
Butterfly Network | $100M | Aeris Capital, Stanford University |
Clinithink | NA | Finance Wales Investments, Vanguard Atlantic |
Cloud Pharmaceuticals | $1.73M | National Science Foundation, |
CloudMedX | $6.72M | FundersClub, Lux Capital, Tencent, Y Combinator |
CureMetrix | NA | Analytics Ventures, evoNexus, Keshif Ventures, La Costa Investment Group |
Cyrcadia | $2.45M | Reno Angels, Undisclosed Angel Investors |
Deep Genomics | $3.74M | Bloomberg Beta, True Ventures |
Deep6 | $0.1M | Techstars |
Desktop Genetics | $3.15M | Angels in MedCity, Boundary Capital |
Digital Reasoning Systems | $75.6M | Goldman Sachs, HCA |
EaglEyeMed | $0.6M | NA |
Enlitic | $12M | Amplify Partners, Capitol Health Partners, Data Collective |
EnsoData | $0.56M | HealthX Ventures, Y Combinator |
Entopsis | $1.73M | Breakout Labs, Krillion Ventures, |
Envisagenics | $0.56M | HealthX Ventures, Y Combinator |
Flatiron Health | $24.81M | Allen & Company, Baillie Gifford & Co. |
Freenome | $7.05M | Andreessen Horowitz, Data Collective |
Gauss Surgical | $313M | AVIA Health Innovation, Jump Capital |
Ginger.io | $28.22M | Ari Buchler, Bill Warner |
Globavir Biosciences | $0.15M | StartX |
H2O.ai | $30.6M | Capital One Growth Ventures, Nexus Venture Partners |
Healint | $1.01M | GREE Ventures, JFDI.Asia |
Health Fidelity | $19.26M | Charter Life Sciences, The University of Pittsburgh Medical Center |
Hindsait | NA | Guidewell, Healthbox Global Partners |
碳云智能 | $199M | China Bridge Capital , Tencent, Vcanbio |
Imagen Technologies | $5M | NA |
Imagia Cybernetics | NA | BDC Healthcare Venture Fund, Emerillon Capital |
InSilico Medicine | $0.8M | Deep Knowledge Ventures |
Intendu | NA | Impact First Investments |
Jvion | $8.9M | Eastside Partners |
LifeGraph | NA | 8200 EISP |
Lucina Health | $19.64M | Arboretum Ventures, Cape Andover Capital Partners |
Lumiata | $20M | BlueCross BlueShield Venture Partners |
Lunit | NA | Formation 8, K Cube Ventures, Softbank Ventures Korea |
Magnea | $0.22M | Elis Nemes, Karl-Mikael Syding |
Medal | $3.78M | 8VC, Draper Associates, Founders Fund, ZhenFund |
Medalogix | $5M | Coliseum Capital Management |
Medasense | $8M | 8200 EISP, Baxter Ventures, Benslie Investment Group |
MedAware | $2.35M | DreamIt Ventures, GE Ventures, MassChallenge, OurCrowd.com, Winton Ventures |
MedWhat | $1.12M | Caixa Capital Risc, Microsoft Ventures Accelerator |
MedyMatch Technology | $2M | Exigent Capital, Genesis Capital Advisors |
Mindshare Medical | $2M | Frost Data Capital |
NarrativeDx | $1.8M | Capital Factory, DreamIt Ventures |
NextHealth Technologies | $9.5M | Daniel Spirek, James Bradley |
NuMedii | $3.5M | Claremont Creek Ventures, Life Science Angels, Lightspeed Venture Partners |
Numerate | $17.5M | Atlas Venture, Foundation Capital, Lanza techVentures, Lilly Ventures |
Nuritas | $5.5M | Ali Partovi, Marc Benioff, New Protein Capital |
Oncora Medical | $1.32M | BioAdvance, Dorm Room Fund |
Ovuline | $5.78M | Bridge Boys, David Cohen |
Pathway Genomics | $40M | Edelson Technology Partners |
PeerWell | NA | Arian Foster |
PhysIQ | $4.6M | NA |
Picto Connection | $0.02M | Rockstart Accelerator |
Potbotics | $2.36M | NA |
Profility | $1.69M | Previz Ventures |
Proscia | $1M | A-Level Capital |
Qualaris Healthcare Solutions | $0.2M | Carnegie Mellon University, Innovation Works |
Roam Analytics | 22.37M | 8VC, AITV |
RxPREDICT | $1M | NA |
Saykara | $2.37M | NA |
Sense.ly | $3.79M | Alchemist Accelerator, Eastlink Capital Management |
Sentrian | $15.82M | Frost Data Capital, REV |
SigTuple | NA | Accel Partners, Ashok Bareja |
SkinVision | $3.47M | Leo Pharma, PHS Capital, Seedmoney |
Smart Healthcare | $0.03M | Chalmers Ventures |
Stratified Medical | $140.55M | Woodford Investment Managment |
TAO Connect | $1.1M | Florida Angel Nexus, Florida Funders |
TinyKicks | $0.62M | evoNexus, |
Touchkin | $0.4M | Alok Mittal, Amit Gupta |
twoXAR | $3.4M | Andreessen Horowitz |
VisExcell | $0.25M | DreamIt Ventures, |
Wellframe | $10.3M | Carl Byers, Draper Fisher Jurvetson |
WellTok | $191.92M | Bessemer Venture Partners, Catholic Health Initiatives |
Your.MD | $5M | Smedvig Capital |
Zebra Medical Vision | $20M | Deep Fork Capital |
Zephyr Health | $32.5M | Google Ventures, Icon Ventures |