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
Today 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, aren't built in yet — so we don't claim them.
See the difference
Common documents, and what you actually get back.
02·Practical use cases
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.
03·How it works
How document analysis works today
VUST's Summary tool handles long PDFs (up to 50 pages) and long pasted text and returns a structured summary.
You get sections and key points, not a wall of text — built for understanding, not just a TL;DR.
Continue in @vustbot chat to dig into specific parts of the document in plain language.
For risk or contract calls, run the Council of Sages so a single model's read doesn't go unchecked.
04·Same tool · in Telegram
Telegram
Summarize a document
@vustbot · Send a long PDF or paste the text to @vustbot and get a structured summary you can question further.
05·Quality & trust
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, are not yet 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
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.