InnoGraph BioResearch by ICI InnolabsOpen live demo ↗
Biomedical graph retrieval · independently verified

Evidence you
can follow.

One bounded retrieval agent turns a biomedical question into inspectable PrimeKG evidence. Deterministic software replays every citation before a claim reaches the screen.

Open live demo ↗See how it works ↓
TRL 4 working assessmentControlled research demonstrator
EVIDENCE SIGNALLIVE REPLAY / 01
Question
Drug
Disease
Gene
Relation
Evidence
Verified
QUESTION / PRIMEKG

Which drugs are indicated for acromegaly?

5 cited rows · reproduced
129K nodes4.05M relations30 edge types1 bounded agent
01 / METHOD

Model output is
not evidence.

Language-model prose remains a candidate. Guarded software controls graph access; an independent verifier decides which cited claims can be displayed.

01

Retrieval agent

chooses one bounded action

02

Guarded tools

inspect, resolve and query

03

PrimeKG graph

returns bounded evidence

04

Verifier

re-executes every citation

05

Artifact store

preserves every outcome

REPLAYABLE STATE MACHINE · 1/10
Human

Question

Record the biomedical question and immutable run identity.

Inspect the complete state vocabulary +

One retrieval agent uses bounded tools. The resolver, graph, verifier and artifact store are independent subsystems—not additional agents.

clarificationguard rejectionbounded repairinsufficient evidencepartial completioncancellationinfrastructure failureverified completioncache reuseimmutable replay
02 / HONEST RESULTS

Small sample.
Complete trace.

Verification integrity and task correctness answer different questions. The miss stays beside the successes.

5/5

Displayed claims cite deterministically reproduced rows

Provenance and reproducibility—not clinical truth.

4/5

Development cases passed their complete task oracle

The ranked-exclusion output-shape failure remains retained.

FROZEN M3 BENCHMARKFAIL

10 / 15 oracle passes · artifact integrity 29 / 30

No statistical-significance claim is made.

01Direct relationpass02Two-hop countpass03Ranked exclusionmiss04Comparisonpass05Shortest pathpass
03 / PATH BEYOND TRL 4

Advance by
proving.

Official levels define readiness. These project-specific gates state the evidence needed to move forward.

TRL 4Controlled validationcurrent

Frozen graph, retained runs, guarded tools and deterministic citation verification.

TRL 5Relevant-environment validationnext gate

Independent partner, representative biomedical tasks, predefined benchmark and domain review.

TRL 6Workflow demonstrationnot demonstrated

Integrate into a partner research workflow; validate usability, robustness, security, latency and cost.

TRL 7Supervised operational pilotnot demonstrated

Named operators, monitoring, escalation, incident response, training, rollback and acceptance criteria.

TRL 8Complete and qualifiednot demonstrated

Frozen intended purpose, lifecycle quality, risk, validation, cybersecurity and governance evidence.

TRL 9Proven in operationnot demonstrated

Sustained authorised use with longitudinal performance, drift, incidents and corrective action.

HIGHER-TRL WORKSTREAMSExternal benchmarkDomain partnerGraph migrationSecurity + accessHuman factorsMonitoring + governance
04 / EXPERIENCE THE SYSTEM

Follow a real
evidence run.

The live research demonstrator exposes questions, bounded execution, citations, graph provenance, failures and replay.

Open the live demo ↗