科学与研究 AI 工具

分类导读

该分类收录辅助文献检索、证据整理、数据分析和研究协作的工具。选择时应优先判断来源是否可追溯、输出能否回到原文，以及研究过程是否保留复现条件。

选择维度

• 文献库和数据源的覆盖范围与更新频率
• 引用、原文定位和证据导出的完整性
• 代码、参数、版本和分析过程能否复现
• 敏感研究数据的存储位置与权限控制

使用提醒

研究摘要和模型建议只能作为检索与整理辅助。正式结论应回看原始研究、核对方法和统计口径，并按所在机构要求处理伦理、版权和数据治理。

• Dataiku Paid ★4.93
  Dataiku is the world’s leading platform for Everyday AI, systemizing data use for exceptional business results
• Isomorphic Labs Paid ★4.93
  Alphabet's AI drug discovery company — DeepMind spin-out from AlphaFold. Computational drug design at the frontier of structural biology AI.
• Stability AI Free ★4.92
  Open-source AI models for Image, Language, Audio, Video, 3D, Biology, and more
• Aleph Alpha Paid ★4.91
  Aleph Alpha: Pioneering European AI for transformative human-machine interaction.
• Profound Paid ★4.91
  AI search visibility + Answer Engine Optimization platform — track how brands appear in ChatGPT, Perplexity, Gemini, Google AI Overviews. Enterprise GEO leader.
• Wolfram|Alpha Freemium ★4.91
  Expert-level knowledge and capabilities for all
• Xaira Therapeutics Paid ★4.84
  Xaira Therapeutics: $1B AI drug-discovery foundation lab applying generative models to protein design. Founded 2024 by ex-Genentech CSO Marc Tessier-Lavign
• Altara Paid ★4.82
  Altara builds custom AI agents that turn fragmented scientific and engineering data into actionable R&D intelligence.
• Converge Bio Paid ★4.82
  Converge Bio is a generative-AI platform that accelerates drug development across discovery, design, and manufacturing.
• Kaggle Paid ★4.82
  World's largest data science community with powerful tools and resources.
• Pramaana Labs Paid ★4.82
  Pramaana Labs builds a verification compiler that turns domain rules into machine-checkable logic for provable AI answers.
• Safe Superintelligence Freemium ★4.82
  Frontier AI safety lab founded by Ilya Sutskever (ex-OpenAI co-founder). $5B+ raised at ~$50B valuation. Singular focus: safe artificial superintelligence.
• BigBear.ai Paid ★4.81
  Decision intelligence solutions for diverse industries using AI.
• Dotmatics Paid ★4.8
  Comprehensive platform for scientific R&D data management and collaboration
• PatSnap Paid ★4.8
  AI-driven platform for innovation intelligence, offering insights into tech trends, competitor activity, and IP asset returns.
• Recursion Paid ★4.78
  Public AI drug discovery company ($RXRX) — uses phenomic imaging + ML at massive scale. Operates BioHive, one of the largest pharma-owned supercomputers.
• Boston Dynamics Paid ★4.77
  Pioneering humanoid and quadruped robotics — Atlas humanoid and Spot quadruped.
• Dataloop Freemium ★4.77
  Comprehensive data management engine for AI, specializing in image and video annotation
• Monolith AI Paid ★4.77
  Self-learning AI for car engineers — replaces expensive physical testing with AI models trained on engineering data. Used by BMW, Honda, Jaguar Land Rover.
• Apptronik Paid ★4.76
  NASA-spinout building Apollo humanoid robot — Mercedes and Google DeepMind partnerships.
• Chai Discovery Freemium ★4.75
  AI-native drug discovery company building foundation models for biology. Forbes AI 50 2026 newcomer; backed by OpenAI Startup Fund and Thrive Capital.
• Xanadu Paid ★4.75
  Canadian quantum computing company pioneering accessible quantum computing solutions.
• Scrunch AI Paid ★4.64
  AI Customer Experience platform — monitor brand presence across 8 AI engines (ChatGPT, Claude, Gemini, Perplexity, Google AI Mode/Overviews, Meta AI, Microsoft Copilot). Agency-friendly.
• Genei Paid ★4.63
  AI-powered tool for efficient research and content summarization.
• Tenyks AI Paid ★4.63
  AI platform for enhancing computer vision teams and model development.
• Unlikely AI Paid ★4.62
  Pioneering safe, trustworthy, and powerful AI solutions.
• Hello History Paid ★4.61
  Interactive AI app for conversations with historical figures.
• NobleAI Paid ★4.61
  AI-driven platform for accelerated product development.
• WorldData.AI Paid ★4.61
  WorldData.AI offers comprehensive global datasets, news sentiment analysis, and geospatial intelligence.
• Iris.ai Paid ★4.6
  AI tools for scientific text understanding and research processing.
• PaperClip Paid ★4.6
  AI research paper tracking and memorization tool.
• Peec AI Paid ★4.58
  Generative Engine Optimization (GEO) platform — track and optimize brand visibility in ChatGPT, Perplexity, Claude, Gemini, Google AI Overview. $21M raised, Berlin-based.
• Sherpa AI Paid ★4.58
  SaaS Federated Learning Platform for privacy-preserving data collaboration.
• Multiverse Computing Paid ★4.51
  Multiverse Computing builds quantum + quantum-inspired AI software for finance, energy, and life sciences. $215M Series B; one of the largest quantum AI ro
• Sakana AI Paid ★4.51
  Sakana AI is the Tokyo AI research lab founded by ex-Google Brain David Ha and Transformer co-author Llion Jones. ~$200M+ raised; evolutionary model mergin