Verify extracted outputs, trace provenance, and inspect context to reduce knowledge drift.
Review surface for checking extracted outputs against source context and surrounding evidence. When you extract code, proofs, summaries, or structured data, the Verification Workspace lets you confirm that the extraction is accurate, complete, and faithful to the original.
| Verify | Trace | Inspect |
|---|---|---|
| Check extracted outputs against original source material for accuracy. | Follow any claim back through the extraction chain to its origin. | Side-by-side context view of outputs alongside their source evidence. |
Side-by-side view showing the extracted output alongside its original source context. Read the extraction and the source simultaneously — see exactly what was captured and what was left out.
Learn more about Evidence Panel →
Follow the provenance chain for any extracted output — from the published collection, through the extraction process, to the original document or conversation message. Every link in the chain is navigable.
Annotate extracted outputs with verification status, correctness notes, and reviewer comments. Mark outputs as verified, disputed, or needs-review to maintain quality across your knowledge base.
Track the verification status of your corpus — how many outputs have been verified, what percentage is still pending review, and which sources have the highest dispute rates. Quality dashboard for your knowledge.
AI extraction is powerful but imperfect. The Verification Workspace provides the human review layer — evidence panels, source traces, and validation workflows — to ensure extracted outputs are accurate.
When extracted outputs are modified, summarised, or restructured over time, they can drift from the original meaning. Source Trace and Evidence Panel make drift visible and correctable.
Published claims need verifiable sources. The Verification Workspace ensures that every claim in your published collections can be traced back to an inspectable, contextualised original source.
| Metric | What It Measures |
|---|---|
| Verification Rate | Percentage of extracted outputs that have been human-reviewed |
| Accuracy Score | Proportion of verified outputs marked as accurate |
| Drift Index | How much extracted outputs have changed from original sources |
| Dispute Rate | Frequency of verification disagreements across reviewers |