AI Scientific Research
Autonomous agents for literature review, hypotheses, and experiments.
AI Scientific Research uses teams of autonomous AI agents that read the literature, generate hypotheses, plan and run experiments, and analyze results, accelerating discovery for research labs and R&D organizations.
What it does
| Capability | Description |
|---|---|
| Literature mining | Multi-agent review across papers, patents, and datasets, with every claim linked to its source. |
| Hypothesis generation | Proposes hypotheses and ranks them by novelty and feasibility. |
| Experiment planning | Designs experiments and simulations, then analyzes the results. |
| Reproducible research trails | Keeps a cited, step-by-step record of how each finding was reached. |
How it works
- Define the question. Describe the research goal, constraints, and the sources the agents may use.
- Review the literature. Agents search and read papers, patents, and datasets, and summarize the current state of knowledge.
- Generate hypotheses. Candidate hypotheses are ranked so your team can focus on the most promising ones.
- Plan and analyze experiments. Agents propose experiment designs, run simulations where possible, and analyze the data you return.
- Report. Findings arrive as a draft write-up with citations, ready for expert review.
Use cases
- Life sciences R&D: survey prior work on a target, compound, or pathway before committing lab time.
- Materials and chemistry: shortlist candidate formulations and plan screening experiments.
- Academic research: run a structured literature review for a grant proposal or paper.
- Competitive intelligence: track new publications and patents in a technology area.
Human in the loop
Agents accelerate research but do not replace expert judgment. Hypotheses, experiment designs, and conclusions should always be reviewed by qualified researchers.
Related
- AI Labs: the persistent agentic runtime where long-running research agents work.
- Knowledge Work Skills: Bio Research: skills for literature search, genomics analysis, and target prioritization.
Get started
AI Scientific Research is available on request. Contact the team to discuss your research area.