What the pilot is
- One agreed scientific question family or use case.
- Predefined success criteria before results are reviewed.
- Versioned inputs, evidence records, uncertainty, and limitations.
- Weekly review with your scientific team.
- Final reproducibility/evidence package and decision memo.
What the pilot is not
- Not clinical decision support.
- Not a regulatory validation study.
- Not proof of superior predictive performance.
- Not a request for PHI or patient-identifiable data.
- Not an invitation to upload trade-secret datasets before data terms and controls are agreed.
Recommended scope
Choose one bounded research workflow: gene-panel prioritization, target evidence review, drug-repurposing hypothesis review, or evidence reconciliation.
Agree on inputs, review criteria, comparison workflow, and what counts as useful before looking at outcomes.
GaiaLab produces source-linked outputs with explicit uncertainty, contradictions, timestamps, and reproducibility artifacts.
Your team assesses usefulness and correctness using its normal review process. Negative findings are retained.
Receive a final package summarizing what held up, what failed, what changed, and whether a broader deployment is justified.
Example success criteria
Can reviewers trace a hypothesis back to the evidence and identify contradictions without reconstructing the analysis manually?
Can the same frozen input and versioned workflow reproduce the same research record or explain material differences?
Does the workflow help the team prioritize what to inspect or test next compared with its existing process?
Does GaiaLab reduce evidence-gathering or synthesis time without obscuring source quality and uncertainty?
Data boundary for the initial pilot
Initial pilots should use public, published, synthetic, or otherwise non-confidential research inputs. Confidential institutional datasets require separate written data terms and a verified enterprise security configuration before use.
Discuss a bounded validation pilot
Send the scientific question you want to evaluate, the current workflow you compare against, and the reviewer roles involved. GaiaLab will propose a narrow pilot design rather than a broad software rollout.
Contact partnerships@gailabai.com →Research use only. Pilot participation does not establish clinical, regulatory, or predictive validation.