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autri · element 79

Bring your own data.
Trust every answer.

Upload your documents and Autri builds a private knowledge base where every answer shows its work: which section, from which page, found by which search. Most tools that answer over your data are black boxes. Autri is a glass box.

Enter the beta
Now in private beta · access by invitation
79197.0
g·mol⁻¹
Au
G O L D
11 · period 6
Why Autri

When the answer's wrong, a black box can't tell you why.

Most tools that answer over your documents hide everything between your question and the answer. Autri shows the whole path. See every section, every source, and how it was found, then decide for yourself before you trust it.

Black-box AI
  • ×You can't see what was pulled from your documents
  • ×No idea which search surfaced which answer
  • ×Confidence is one number you can't question
  • ×When an answer's off, you're debugging blind
Autri · the glass box
  • Every answer pinned to its exact spot on the page
  • Color-coded traces: by meaning, exact words, or structure
  • A confidence grade on every document: green, yellow, red
  • Compare re-reads side by side before you rely on them
The trust layer

Three ways Autri shows its work.

01

Color-coded answer traces

Every answer shows how it was found.

Autri searches your data three ways at once: by meaning, by exact wording, and by document structure. Every answer is tagged with the search that surfaced it, so you can tell at a glance where it came from.

  • by meaning · finds related ideas
  • by exact words · catches specific terms
  • by structure · jumps to the right section
What are the wheel dimensions?
semantic
0.94
lexical
0.71
section
1.00
1sectionPDFF1-in-Schools-Tech-Regs-2026.pdfp.14
T-7.2 Each wheel shall have an outside diameter between 26 mm and 34 mm
02

See it on the source page

Click an answer, see the exact spot it came from.

Hover any section and Autri highlights its exact place on the original page. Click a spot on the page and the text scrolls right to it. Works across PDFs, Word docs, and spreadsheets. When something looks off, you'll see exactly where.

  • pinned to the exact spot on the page
  • works across PDFs, Word docs, spreadsheets
  • flag anything that looks off for review
PDFtech-regs-2026.pdfp.14 / 84
figure · 0.74
failed · 0.42
c3 · paragraph0.98
c5 · figure0.74
c7 · table0.93
c8 · footnote0.42
03

Know what to trust

A green-yellow-red grade on every document.

Every section is graded as it's added. Autri rolls that up to a grade for the whole document: green for clean, yellow for check it, red for needs work. You see it in your library, in the inspector, and on every answer, so you always know which sources are solid before you rely on them.

  • green · ready to trust
  • yellow · worth a look
  • red · needs another pass
SR
STEM Racing rule book
14 docs · 1,842 sections
Clean11Flagged2Failed1
in chat
Wheel diameter must be 26-34 mm 1, with a tread of 17-19 mm. Clean
PDFF1-in-Schools-Tech-Regs.pdf
Clean312
DOCXScrutineering-Checklist.docx
Flagged47
XLSXBody-Form-Tolerances.xlsx
Failed
Bring your own data

Whatever you put in, you can trust what comes out.

Technical & regulatory docs

Rule books, specs, regulations.

Dense reference material where the exact wording matters. Ask in plain language, get the precise clause back, and see the page it came from.

  • PDFs, Word docs, spreadsheets
  • exact-wording search
  • every answer cites its page
Manuscripts & research

Your own body of work.

Drafts, notes, interviews, source material. Find the line you wrote months ago, in the chapter you can't quite remember, without re-reading everything.

  • a private knowledge base, yours alone
  • ask across every document at once
  • nothing trains a public model
Internal documents

The documents your work runs on.

Handbooks, contracts, deliverables, past work. Ask for the precedent, see which version it came from, and trust the answer because you can check it.

  • bring whole folders at once
  • see the source behind every answer
  • grades flag what to double-check
Works with the files you already have
PDFPDF
DOCXWord
XLSXExcel
MDMarkdown
More formats on the way.
How it works

Five steps. Every one of them visible to you.

01

Upload

Drop in your documents: PDFs, Word docs, spreadsheets, or a whole folder.

02

Parse

Autri reads each page, splits it into sections, and builds the search index.

03

Review

Low-confidence sections get flagged. Skim them in the inspector and approve.

04

Ask

Ask anything in plain language across your whole knowledge base.

05

Trace

Every answer comes back with its sources, color-coded by how each was found.

On the roadmap

What's coming after the beta.

Soon

Plug into your agents

Connect your knowledge base to Claude, Cursor, and your own tools over MCP, with the same color-coded traces in every response.

Soon

Document version history

See how a document changed over time, and which version an answer came from.

Soon

Cloud sync

Connect S3, Google Drive, and Notion, and keep your knowledge base up to date automatically.

Trust through legibility.

Bring your own data and see for yourself. Every answer, traced to its source.

Enter the beta
Invite-only private beta · access is limited to approved emails