Data sources

Every number, back to a public source.

The engine reads from seven public, authoritative datasets — no private black boxes. Each citation records the exact record and snapshot date, so any figure is public and re-verifiable.

7

Seven public sources behind every cited figure.

ClinicalTrials.gov

U.S. National Library of Medicine

Daily

Our trial registry of record — we read it for site density, where studies in your indication are actually running, and the competitive trial landscape.

Registry of public and private clinical studies worldwide — enrollment, status, sponsors, sites, and outcomes.

Site densityEnrollment benchmarksCompetitive trial landscape
Visit source →

PubMed

NCBI / U.S. National Library of Medicine

Daily

The literature backbone — we use it to ground indication baselines, endpoint precedent, and the evidence that feeds PTRS scoring.

Biomedical literature index of 36M+ citations — used to ground indication baselines and standard-of-care evidence.

Indication baselinesEndpoint precedentStatistical methods
Visit source →

FDA

U.S. Food & Drug Administration

Weekly

U.S. approvals, labels, and adverse-event signals — we use it to anchor regulatory-uplift estimates and molecule-level safety risk.

Approvals, labels, guidance, and adverse-event signals (openFDA) used to anchor regulatory-uplift and safety risk.

Regulatory upliftMolecule riskApproval precedent
Visit source →

EMA

European Medicines Agency

Weekly

EU approvals and scientific guidance (EPARs) — we use it to model the European regulatory pathway and country-level benchmarks.

European approvals, EPARs, and scientific guidance used to model EU regulatory pathways and country benchmarks.

EU regulatory pathwayCountry benchmarks
Visit source →

Open Targets

Open Targets Consortium

Quarterly

Target–disease association evidence — we use it as the basis for probability-of-success (PTRS) scoring and target tractability.

Target–disease association evidence integrating genetics, pathways, and known drugs — feeds PTRS scoring.

PTRS (probability of technical & regulatory success)Target tractability
Visit source →

AACT

Clinical Trials Transformation Initiative (CTTI)

Daily

A structured, queryable mirror of ClinicalTrials.gov — it is the analytical engine behind our cohort, enrollment-velocity, and investigator-history statistics.

Relational, queryable database of all ClinicalTrials.gov content — the analytical backbone for site and enrollment statistics.

Site densityEnrollment velocityInvestigator history
Visit source →

ChEMBL

EMBL-EBI

Quarterly

A curated bioactivity database — we use it to characterise molecule risk and mechanism precedent from the chemistry and target side.

Manually curated bioactivity database of drug-like molecules — used to characterize molecule risk and mechanism precedent.

Molecule riskMechanism precedent
Visit source →

Freshness & honesty

Public, re-verifiable — we cite the exact record

Each source is refreshed on its own published cadence — ClinicalTrials.gov, PubMed, and AACT daily; FDA and EMA weekly; Open Targets and ChEMBL quarterly. Every citation stamps the snapshot date it relied on, so a verdict can be reproduced against the same data later.

See a verdict you can actually check.

Send us a protocol. We'll return a fully cited feasibility verdict you can trace, line by line, back to public data — yours to white-label, defend in a bid, or hand to a regulator.