Methodology

How TrialSignal turns public trial records into diligence-ready reports.

The platform is designed around traceability: source records first, normalized fields second, AI analysis clearly marked, and patent/IP intelligence separated by confidence and source status.

Source-linked registry data

Trial reports start from public registry records, primarily ClinicalTrials.gov. Source identifiers, source URLs, source update dates and internal sync dates are shown wherever available so users can trace important claims back to the registry.

Raw values are preserved

Imported source fields are preserved separately from normalized fields. Conditions, indications, modalities, targets, interventions and sponsors are treated as distinct concepts to avoid presenting disease names as therapeutic modalities.

AI-assisted normalization

AI is used to help structure summaries, normalize trial concepts and produce analyst-facing research notes. AI-generated content is marked as analysis and should be validated against source records, publications, sponsor disclosures and domain experts.

Patent/IP enrichment

Patent rows are shown only when a concrete publication or patent code is available from a structured or curated source. Broader asset and indication landscape records are separated from trial-specific patent records and are research intelligence only.

Quality gates

Public pages are intended to be indexed only when they have enough source-backed content and validated taxonomy. Incomplete records may remain searchable inside the product while being excluded from public SEO surfaces.

Professional review boundary

TrialSignal is not a medical, legal, regulatory, investment, patentability or freedom-to-operate opinion. Users should validate important findings with primary sources and qualified professionals before relying on them.

Data transparency

What users should expect from each report

Source record

Registry-derived data and source links.

AI-normalized

Structured fields generated from source values.

AI analysis

Research notes and summaries requiring validation.

Human reviewed

Shown only when a persistent review state exists.