Every answer the AI produces is automatically checked against the actual documents and cases it cited, claim by claim, before you see it. This is not web fact-checking - it verifies that what the model said is actually supported by the sources it pulled.Documentation Index
Fetch the complete documentation index at: https://vaquill.ai/docs/llms.txt
Use this file to discover all available pages before exploring further.
Verification runs on every standard chat, Deep Research output, Legal Tool result, and Agent Mode final answer. There is nothing to enable - it is on by default.
What Gets Caught
The verification layer is designed to catch the failure modes that matter to lawyers:| Failure Mode | What It Looks Like |
|---|---|
| Fabricated citations | A case name that does not exist, or a real case cited for a proposition it does not stand for |
| Wrong numbers or dates | A statute’s effective date off by a year, a damages figure transposed |
| Missing qualifiers | ”The rule applies in all cases” when the source actually says “in most cases, except…” |
| Overstated holdings | A dictum cited as a holding, or a narrow rule extended too broadly |
| Logical errors | Conclusions that do not follow from the cited authority |
How It Works
Each claim in the AI’s response is checked against the source it cites:
Claims that pass all four are marked Verified. Claims that pass some but not others are Partially Verified. Claims that fail are flagged or removed before the response reaches you.
What You See
Each response carries a verification badge:- Verified - Every material claim was fully supported by sources
- Partially Verified - Most claims passed; some had weak support and are marked inline
- Unverified - One or more material claims could not be backed up - the response shows what failed and why
Why This Matters
The traditional risk with AI research is that an answer looks polished but contains a hallucinated case or a misstated holding. Verification flips the default: instead of you having to cite-check every paragraph, the system does it first and tells you exactly where to double-check. You should still confirm critical authorities before filing, but the verification badge tells you where to focus that review.When Verification Runs
- Standard chat responses
- Deep Research outputs
- Legal Tool outputs (contract review, NDA triage, compliance check, etc.)
- Agent Mode final answers
Limits
Verification works against the sources the system retrieved. It cannot:- Tell you whether a case is still good law (use Citation Graph for precedent freshness)
- Tell you whether a statute has been amended (use Statutes & Regulations for amendment history)
- Tell you whether the cited source is itself reliable - that judgment is yours
Tips
Verify an answer yourself
Cite-Check - re-verify an existing answer claim by claim against the actual cited sources.
Related
Deep Research Mode
Multi-hop research with built-in verification at each round.
Citation Graph
Check whether cited cases are still good law.
Document Search
How retrieval feeds verification.
Retrieval Strategies
Pick the strategy that surfaces the right sources before verification runs.

