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Discovery Stage 03 · Literature & Landscape

Stop missing critical research signals

The complete picture lives in five databases - most teams check two. One query returns papers, preprints, patents, clinical trials, and bioactive compounds - synthesized in context, not dumped as raw exports. Avoid pursuing targets that already failed in trials. Identify overlooked opportunities faster.

“Give me the complete landscape for EGFR inhibition in lung cancer - literature, active trials, known actives, and IP.”

14,398
Curated papers
2.4M
ChEMBL compounds
2,416
USPTO patents
500K+
Clinical trials
The funnel

How it works

01

Name the target or topic

Type a gene, disease, mechanism, or compound. The engine fans out across five sources simultaneously - Pinecone semantic search for papers and patents, live APIs for bioRxiv, ChEMBL, and ClinicalTrials.gov.

02

Contradictions, gaps, and opportunities - surfaced automatically

Your AI identifies conflicting findings, missing evidence, crowded IP landscapes, and overlooked targets across all five sources. Not five export files to reconcile - one synthesis that prevents bad decisions.

03

Seed compounds identified

ChEMBL hits with known activity against your target surface as starting scaffolds for lead optimization - with IC50/EC50 data and assay metadata.

Proof

Pinecone semantic search with text-embedding-3-large (3072 dimensions). 14,398 curated drug discovery papers. 2,416 USPTO pharmaceutical patents.

Live API queries to bioRxiv/medRxiv (250K+ preprints), ChEMBL (2.4M bioactive compounds), and ClinicalTrials.gov (500K+ trials).

Five tools: search_literature, search_biorxiv, search_chembl, search_patents, search_clinical_trials.

Use this when you need to

Avoid pursuing targets that already failed in trials

Assess the IP landscape before committing to a scaffold

Find starting compounds with known activity data

Identify gaps in existing research - not just what exists

Research preview

Don't waste months on the wrong direction

Five databases. One query. One synthesis. Sign up and see the full picture.