Read the documents
CEE extracts key facts from documents, including dates, versions, people and sites.
CLINICAL TRIAL OVERSIGHT & INSPECTION READINESS
Allyfe’s Compliance Evidence Engine checks clinical-trial documents against each other and shows the evidence behind every finding, so your team can investigate gaps before an inspection or audit.
Rules and AI connect the evidence across your documents. Findings link to their sources, and your reviewers assess the results.
THE PROBLEM BETWEEN THE DOCUMENTS
Reviewing a document on its own cannot show every conflict with evidence elsewhere. An approval record may not match the protocol version. Separate temperature logs may leave a gap in monitoring. These issues emerge when you compare documents across the study.
CEE brings those relationships into view, with the supporting evidence your team needs to investigate.
FROM FINDINGS TO SUPPORTING EVIDENCE

CEE interface · finding shown on a synthetic study
Explore the example at full size →HOW CEE WORKS
Focus QC attention on documents that disagree and evidence that is missing. CEE connects the facts and shows the source documents; your team decides what needs action.
CEE extracts key facts from documents, including dates, versions, people and sites.
It links those facts across documents, people, sites and study events.
It applies defined checks across documents: rules for clear-cut comparisons and AI where interpretation is needed.
Each finding comes with its supporting documents. Your reviewer accepts, changes or rejects it.
HOW CEE USES AI
CEE combines defined rules with AI-assisted document interpretation to extract facts, connect information and assess evidence across study documents.
Each finding includes supporting evidence for your reviewer to inspect, accept, change or reject. Coverage depends on the documents available and the checks configured for your study.
FLEXIBLE BY DESIGN
Review documents from your existing eTMF—or use CEE with Allyfe Records Management.
Export selected study documents from your existing system and upload them to CEE for evidence review.
Run CEE on one of your studies →For sites, academic hospitals and smaller sponsors moving beyond spreadsheets, Allyfe Records Management brings site start-up, eISF, eTMF and remote QC together, with CEE in the same workflow.
Explore Records Management →BUILT AROUND YOUR TEAM
Use CEE’s linked evidence to investigate cross-document inconsistencies and organise follow-up before an audit or inspection.
Give your QC reviewers the source documents behind each finding, so they can assess it and discuss follow-up with sponsors and sites.
Connect site records with study evidence, review documentation gaps and coordinate responses within your research team.
CLINICAL-ASSET DUE DILIGENCE
Use CEE to examine selected historical study documentation, trace inconsistencies to their sources and identify questions for further review. Your clinical, regulatory and quality experts assess the implications for the asset.
Explore CEE for due diligence →
WHY WE’RE BUILDING ALLYFE
We’re building Allyfe because, working alongside clinical sites on our first product, I saw how much time went into finding documents—and how difficult it was to check that they told the same story. Our approach is simple: connect the evidence across a study, show where it conflicts, and leave the judgment to the experts who know the trial. We develop CEE with clinical and quality teams, using design-partner feedback to refine the checks and review workflows.
DESIGN-PARTNER EVALUATION
Start with a focused evaluation of selected study documentation. Together, we agree the review questions, available checks and success criteria before work begins.
A scoped review of the selected evidence, findings linked to their source documents, and a joint discussion of what the results mean for your workflow.
An agreed document set, appropriate permission to use it, an expert reviewer and feedback on the findings. Data handling, access and evaluation terms are agreed before documents are shared.
SEE IT FIRST
Book a demo for a short walkthrough of CEE, its supporting evidence and the reviewer’s Accept, Change and Reject workflow.
Book a demo ↗