Document Analysis
Understand a Long Document, Not Just Skim It
Turn a long PDF or report into a structured summary, ask follow-up questions in chat, and cross-check the parts that carry risk — inside Telegram.
What's Live
A structured summary you can question — and verify
VUST summarizes a long document into sections and key points, lets you ask follow-up questions in chat, and cross-checks risky conclusions with the Council. One question across many PDFs, and clickable paragraph citations, are outside that scope — so we don't claim them.
Research workflow
One paper at a time — not a scholarly-corpus search
- 1. Find: search for candidate sources, then open and read the original paper.
- 2. Triage: summarize one permitted PDF to identify methods, findings, and limitations worth reading closely.
- 3. Verify: check each claim against the exact passage and surrounding context.
- 4. Cite: cite the paper itself under your required style; do not cite a generated summary as if it were the source.
- Best for
- Understanding and checking an individual paper you already selected.
- Not ideal for
- Corpus discovery, multi-PDF screening, deduplication, PRISMA flow, or automatic bibliography management.
- In short
- Use VUST to inspect a paper, not to pretend the literature search or screening happened.
- Next check
- Verify a claim against the source passage.
See the difference
Common documents, and what you actually get back.
Make sense of long and complex documents
- Professionals
- Get the key points and risks out of a long report or contract fast.
- A structured summary of a long PDF, then follow-up questions answered in chat.
- Researchers
- Pull the core findings from a dense paper without reading every page.
- A structured brief you can interrogate further, with a cross-check for the high-stakes parts.
- Decision-makers
- Understand a document well enough to act, not just skim it.
- Summary first, then a Council cross-check on the conclusions that carry risk.
- Students
- Turn a long reading into something you can actually study from.
- A structured summary plus the option to ask follow-up questions in plain language.
How document analysis works today
- 01
Send a PDF or paste the text
VUST's Summary tool handles long PDFs (up to 50 pages) and long pasted text and returns a structured summary.
- 02
Read the structured brief
You get sections and key points, not a wall of text — built for understanding, not just a TL;DR.
- 03
Ask follow-up questions
Continue in @vustbot chat to dig into specific parts of the document in plain language.
- 04
Cross-check what matters
For risk or contract calls, run the Council of Sages so a single model's read doesn't go unchecked.
Summarize a document
Send a long PDF or paste the text to @vustbot and get a structured summary you can question further.
What's live — and what's honest about it
Structured summaries, not just chat Q&A
VUST returns a structured summary of a long document — sections and key points — rather than only a chat box over a file.
Long, but bounded
PDF handling currently covers up to 50 pages per document; very long inputs get a truncation notice, so you always know what was and wasn't included.
Single document today
Analysis is per-document today. Asking one question across several PDFs at once, and clickable paragraph-level citations, aren't a single built-in feature — we say so rather than imply it.
Verify the high-stakes parts
For legal or financial documents, treat any AI summary as a first pass and verify the consequential clauses yourself — or cross-check them with the Council.
Frequently asked questions
Can it analyze a long PDF?
Yes. VUST's Summary tool handles long PDFs (up to 50 pages) and long pasted text, returning a structured summary — sections and key points, not just a one-line TL;DR. You can then ask follow-up questions about the document in chat.
Can it answer one question across several PDFs at once?
No — analysis is per document: you summarize and question one document at a time. Asking a single question across a whole shelf of PDFs is a different product shape, and we would rather say so than imply it.
Does it give clickable paragraph-level citations?
No. You get a structured summary you can verify against the source, but not clickable paragraph-level source links. For anything high-stakes, check the original passage yourself.
How long a document can it handle?
PDF handling currently covers up to 50 pages per document, and very long inputs get a truncation notice so you always know what was included. For extremely long material, summarize in parts.
Is it safe to use for legal or financial documents?
Treat any AI summary as a first pass, not a verdict. It's useful for understanding and spotting where to look, but verify the consequential clauses yourself — or cross-check them with the Council of Sages.
Can I ask questions about the document?
Yes — after the summary you continue in @vustbot chat to dig into specific parts of the document in plain language.
Can VUST run a systematic-review or PRISMA screening workflow?
No. VUST analyzes a document you provide; it does not search a scholarly corpus, deduplicate a paper set, or run inclusion/exclusion screening. Use a dedicated review platform for that workflow, then use VUST only on individual papers you are permitted to process.
Ready when you are
Understand the document, not just skim it.
Get a structured summary of a long PDF, ask follow-up questions in chat, and cross-check the risky parts with the Council — inside Telegram.