vust

Document Analysis / verification

Do Not Reuse an AI Citation Until You Find It in the PDF

Request an exact quote, find it in the source, read the surrounding context, and only then reuse the claim. Automatic page anchors are in the product backlog, not presented as LIVE.

Quote → locate → context → decisionGuide, not a citation locator
Exact quoteSearch the source PDFSource context over model agreement

How citation checking works

Source-only Q&A helps, but you locate the evidence

After summarizing an uploaded PDF, SummaryBot can answer a short question using only the stored extracted text. It does not return a page number, paragraph coordinate, or clickable passage, so verification ends in the original file.

Next product step: preserve page boundaries and return a short passage + locator + honest not found.

Three Different Levels of Confidence

Do not use model agreement as a substitute for the source.
ToolUseful forDoes not proveNext step
SummaryUnderstand structure and key claims quicklyDoes not prove every claimVerify consequential statements
Exact passageLocate the author's wordingCan still be out of contextRead the surrounding paragraphs
Model councilExpose disagreement or another interpretationModel agreement is not source evidenceReturn to the PDF

This workflow reflects current VUST boundaries: single-PDF extraction, source-only follow-up, and no paragraph anchors.

Specimens

A Three-Step Verification Loop

Each step leaves observable evidence.

Step 1: ask

Weak

Prove this conclusion.

Better

Give the exact quote from the document that supports this claim, without paraphrasing or adding words.

Step 2: locate

Unverified

The quote sounds plausible.

Verified

Search a distinctive phrase with Ctrl/Cmd+F. If there is no match, treat the claim as unsupported.

Step 3: read

Risk

One paragraph proves the whole conclusion.

Context

Read the paragraph before and after it. Conditions, negation, and limitations can reverse the apparent meaning.
FAQ

Frequently asked questions

Does VUST automatically show the page and paragraph?

No. VUST does not return page- or paragraph-level citation anchors. The current workflow asks for an exact quote and then finds it manually in the source PDF.

Why not trust the summary alone?

Summarization compresses text and can lose a condition, scope, or caveat. The more consequential the decision, the more important it is to open the primary passage.

If several models agree, is the claim verified?

No. Several models can repeat the same error or rely on the same incomplete extraction. Agreement can flag issues, but it does not replace source evidence.

What about a scanned PDF?

If the file has no text layer, SummaryBot cannot reliably extract it. Run OCR first, then compare the recognized phrase with the page image.

Which claims should I verify first?

Numbers, dates, names, exclusions, causal conclusions, quotations, and anything you plan to reuse in a report, contract, publication, or academic submission.