AI Agents
Explore our AI Agents
Eight specialized agents. One unified drug discovery platform.
Retrosynthesis Agent
AI-Powered Synthesis Planning
Starting from any target molecule, Rasayan maps every viable synthetic route to commercially available building blocks — with live vendor pricing, real-time availability, and estimated synthesis cost. One-step precursor mode finds shortcuts when you need the immediate precursor, not the full route. Multi-step mode plans complete pathways optimized for cost, risk, and patent clearance — in minutes, not weeks.
The Knowledge Engine
The data the agents
think with
Two layers of intelligence — the institutional memory of your organization, and the most comprehensive chemistry dataset ever assembled.
Your organization has decades of answers. They're buried in documents.
Rasayan extracts, structures, and indexes everything — chemical structures, reactions, yields, equipment parameters, and failure modes — into a living knowledge base your team queries in plain language.
Ingests any format
- Handwritten & printed lab notebooks
- Patents, SOPs, IPR notes & regulatory filings
- Process engineering & scale-up documents
- Reaction reports, batch records & ELNs
- Equipment logs, parameter sheets & failure reports
What gets extracted
Chemical structures
Every structure recognized and indexed as machine-readable SMILES — from scanned images, tables, or text
Reaction conditions
Temperature, solvent, catalyst, time, pressure — linked to every reaction step across every document
Yields & purity data
Parsed from tables, paragraphs, and handwritten notes — normalized and ranked across batches
Equipment parameters
Instrument IDs, settings, calibration records, and lot numbers — mapped to outcomes
Failure records
Root causes, deviations, corrective actions — the institutional memory that prevents repeating mistakes
Regulatory signals
Mutagenicity flags, degradation markers, ICH-relevant observations — surfaced automatically
The largest chemistry corpus ever assembled for AI.
105 specialized AI models. Not fine-tuned on generic data. Not prompted. Trained from scratch on the most comprehensive chemistry dataset ever compiled — reactions, patents, compounds, and molecular space at a scale no other platform matches.
This is the foundation every agent reasons over — from retrosynthesis route planning to patent freedom-to-operate analysis.
Indexed from literature and patents — the largest reaction knowledge base available
Full-text chemical patent corpus with structure-searchable claims and synthesis data
Characterized with properties, activities, and supplier availability
Virtual chemical space for generative design and analogue exploration