AI research gap analysis for biomedical science

Finding research gaps normally means weeks of reading. EXON Discovery is a research gap finder that retrieves real literature for your question, separates direct from contradictory evidence, and highlights potentially underexplored areas — each one connected to hypotheses and experimental design.

How EXON finds research gaps

One question in — a complete evidence landscape out. Each step is grounded in retrieved literature, and every AI-generated statement is labeled as such.

Ask one research question

State your question in plain scientific language. EXON interprets it and begins retrieval immediately — no query syntax to learn.

Real literature, retrieved live

Records are fetched from Europe PMC and shown with titles, journals, years and links to the original sources. Nothing is invented.

Direct, related and contradictory evidence

Retrieved records are grouped by how they relate to your question — direct matches, related context, and records reporting null or opposing findings.

Identify potentially underexplored areas

EXON highlights where the retrieved evidence is thin, conflicting or missing — an AI-assisted starting point for gap analysis, always verifiable against the linked literature.

Gaps connected to a biological network

A question-specific EXON Map places molecules and pathways in context, so a gap is anchored to mechanism, not just a missing citation.

From gap to experiment

Each candidate gap can flow into hypotheses, experimental design, biomarker panels and a demanding internal review — in the same project.

Cautious by design

Honest about novelty

EXON never claims a question has “never been studied.” It identifies potentially underexplored areas based on the literature retrieved — and shows you the records so you can judge.

Provenance on every statement

Literature records, database facts, AI-generated interpretations and hypotheses carry distinct labels, so you always know what kind of statement you are reading.

Verification built in

Every AI-generated gap, pathway or design links back to the retrieved literature it was derived from. Treat outputs as propositions to verify, not findings.

Literature supportedDatabase supportedAI inferenceUser dataHypothesis

Turn your next question into an evidence map

Enter a research question and EXON Discovery automatically constructs the scientific landscape around it — literature, evidence conflicts, candidate gaps, pathways and experimental designs.

Try EXON Discovery