Popular Science AI tools

17 category leaders in Science, selected from the full directory.

AlphaFold

  • DeepMind protein structure predictions for 200M+ proteins.
  • Open database used across structural biology worldwide.
  • Sequence-to-fold starting point for wet-lab planning.
  • Default reference for AI-driven structural biology.

Edison Scientific

  • Kosmos AI scientist for hypothesis-to-results workflows.
  • $70M seed at $250M valuation; Spark Capital backed.
  • Claims months of analysis compressed into hours.
  • Commercial spin-out of FutureHouse science agents.

Ai2

  • Allen Institute for AI open research lab.
  • Asta agents and tools for scientific literature.
  • Open models and benchmarks for researchers.
  • Nonprofit institute for truly open breakthrough AI.

Periodic Labs

  • AI scientists with autonomous robotic materials labs.
  • Ex-OpenAI and DeepMind founders; GNoME and ChatGPT lineage.
  • Closed-loop experiments from hypothesis to synthesis.
  • Major funding; early semiconductor industry customers.

BenchSci

  • EMET agentic research environment for preclinical R&D.
  • Reasons across 38M publications and a biology knowledge graph.
  • Unifies data, models, and lab-in-the-loop workflows.
  • Used by large pharma and biotech research groups.

Lila Sciences

  • Scientific superintelligence with autonomous AI Science Factories.
  • Closed-loop experiment design, robotics, and learning.
  • Covers life, chemical, and materials sciences.
  • Well-funded autonomous lab platform for discovery.

FutureHouse

  • Nonprofit building autonomous AI scientists for biology.
  • Robin agents for literature, hypotheses, and experiments.
  • Public platform for scientific research workflows.
  • Parent of the Edison Scientific Kosmos spin-out.

Sakana

  • Tokyo lab behind The AI Scientist for autonomous research.
  • Hypothesis, experiments, write-up, and peer-review loop.
  • AI Scientist-v2 produced a peer-reviewed workshop paper.
  • Open-source agents plus frontier model research.

Gemini for Science

  • Google Labs experiments for AI scientific discovery.
  • Co-Scientist hypothesis tournaments grounded in literature.
  • Literature Insights and computational discovery agents.
  • Gemini system used with national labs and pharma.

Citrine

  • Enterprise AI platform for materials and chemistry R&D.
  • Virtual experiments and generative candidate search.
  • Used by major specialty chemical manufacturers.
  • DataManager plus VirtualLab for closed-loop development.

Chemify

  • Chemputation for programmable chemical synthesis.
  • AI-assisted planning and automated reaction workflows.
  • Turns chemistry into code-driven lab execution.
  • Leading platform for programmable chemistry AI.

IBM RXN

  • IBM AI reaction prediction and retrosynthesis.
  • Plans synthetic routes from molecular structures.
  • Widely used open research tool for chemists.
  • Category leader for AI chemistry planning.

Orbital Industries

  • AI materials models plus robotic synthesis labs.
  • Autoresearch agents for industrial materials R&D.
  • Ships advanced materials for AI infrastructure cooling.
  • Frontier AI industrial materials company.

DeepMind Science

  • DeepMind hub for AI scientific discovery.
  • Programs across biology, chemistry, math, and weather.
  • Home of AlphaFold and materials breakthroughs.
  • Default reference for frontier AI-for-science research.

Atinary

  • Pioneer of Self-Driving Labs for chemistry R&D.
  • Agentic SDLabs closes experiment learn loops.
  • Physical AI labs with robotics and analytics.
  • Used with pharma and academic discovery partners.

Intellegens

  • Alchemite ML for sparse materials experiment data.
  • Design-of-experiments and formulation optimization.
  • Roots in Rolls-Royce alloy development work.
  • Established materials informatics ML platform.

Claude Science

  • Anthropic's AI workbench for scientific research.
  • Coordinating agent with 60+ skills for biology and chemistry.
  • Reviewer agent checks citations and calculations.
  • Flagship Anthropic product alongside Claude Code and Cowork.