Turn a pile of documents
into a decision you can stand behind.
Interpret reads an entire dossier — PDF, Word, Excel, CSV — checks it against your own rules, flags what's missing or inconsistent, and produces a traceable report a person reviews and signs off. Fast like AI. Defensible like a human decision.
Driver's licence on file for Alex Whitfield.
Expiry date Apr 12, 2029 — well in the future.
"Alex Whitfield" matches on the ID, the application form and the bank statement.
The applicant selected "Married" on the application, but the spouse's signature on page 3 is missing — additional information required before approval.
Built for teams where a document error is a real risk
The real problem
A demo impresses in minutes.
Production breaks in the details.
The hard part was never reading one clean document. It's judging a messy dossier of many — and being able to explain the verdict afterwards.
Real dossiers are messy
Multiple formats and versions, missing pieces, documents that contradict each other, endless exceptions. Clean demo files hide all of it.
Rules live in people's heads
The criteria that decide admissibility are scattered across emails, habits and one expert who's on vacation — so they're applied inconsistently.
You have to justify the call
A black box that says "rejected" isn't enough. You need who checked what, against which rule, with what evidence — and to defend it later.
How it works
From a drop zone to a signed-off report
One simple flow. Upload a dossier, and Interpret takes it from raw documents to a decision you can export and defend.
Upload
Drop the whole dossier — many files, any format.
Read any format
PDFs & images rendered; Word/Excel/CSV read as text.
Apply your policy
Your rules, in plain language — required, optional, scoped.
Cross-check
Consistency across documents, approved-list lookups, anomalies.
Human review
Annotate, override with a reason, finalize.
Report & export
A clean report, exported to PDF, JSON or CSV.
Embed anywhere
Run this pipeline wherever your work already happens
Interpret is API-first. Trigger a validation from your website, your app, a chat bot, an email inbox or your document store — and get back a structured, traceable verdict you can act on. No rip-and-replace; it slots into what you already run.
Documents arrive from…
Validate · Review · Trace
Results flow out to…
It can live as a hosted app, a panel inside your product, a bot, or a headless service behind your own UI — the validation engine is the same everywhere.
See it in action
A guided tour of the product
Real screens from Interpret. It plays itself — or tap a tab to jump.
The applicant attached a signed employer offer letter instead of a pay stub, so the AI flagged it for a human to confirm.
One value per line — paste a column straight from a spreadsheet. A rule can require a document value to be in or not in the list.
Everything in the box
Built for the messy, high-stakes middle
One case, many documents
Drop a whole dossier and validate it as a single case. Every finding can point to the exact document it came from.
Reads any format
PDFs and images are rendered page-by-page; Word, Excel and CSV are read as text. Mix them freely in one dossier.
Policies & rules, versioned
Write rules in plain language with accept/fail criteria. Every change is snapshotted — view history and restore any version.
Rules that reason across the whole dossier
Choose each rule's reach: check each document on its own, or across the entire set — "the applicant's name must match on every form," "if form A says Yes, form B must be attached." Catch the inconsistencies no single-file tool can.
- ✓ Per-document, any-document, or set-wide reach
- ✓ Names which documents it compared, in evidence
- ✓ Conditional logic between forms
The application form shows "Daniel R. Cohen"; the bank statement shows "Daniel Cohan" — the names don't match.
The ID provided is a "Foreign voter card", which is not on the approved list "Accepted ID document types".
Check values against approved lists
Eligible models, approved vendors, valid codes. Keep them as editable lists in the Library — paste a column from a spreadsheet — and point a rule at one: the value must be in or not in it, exact or smart match. No code.
- ✓ Spreadsheet-style editing, CSV paste
- ✓ Exact (auditable) or smart (tolerant) matching
- ✓ Edit the list → the verdict updates next run
A person reviews, and signs off
The report opens as a draft. A reviewer adds notes, overrides a verdict with a required reason, and finalizes. The AI's original answer is never erased — the report shows "AI said X → you set Y, because…" with a timestamp. Reopen to amend; it's all logged.
- ✓ Per-finding notes & overrides, attributed
- ✓ Overall verdict recomputes from your edits
- ✓ Finalize / reopen with full audit history
Reports built to be read
Verdict first, problems surfaced first, evidence on drill-down. A finished document, not a debug dump — on screen and on paper.
Export anywhere
One-click PDF that mirrors the screen exactly, plus structured JSON/CSV to feed the systems you already run.
Email intake
Give a policy its own inbox; a dossier emailed in is validated automatically, and the reply carries the result.
Use cases
Wherever a document decision must hold up
Interpret is generic — the rules and lists you configure make it yours. Explore three ready-made setups, or browse the dossiers teams run through it:
Applications that don't come back
PR & visa packages — completeness and cross-document consistency before IRCC.
Explore →Lender-ready files, first time
Borrower packages — income reconciled, dates fresh, names matched before the lender.
Explore →Every new hire, cleared to start
Onboarding packs — signed, valid, complete, with missing items chased automatically.
Explore →Application completeness
Detect missing pieces and signatures, validate completeness, decide Complete / Incomplete / Needs more info.
Grant & subsidy applications
Check eligibility against criteria and approved lists, with a reviewer who signs off each file.
Financial document validation
Reconcile amounts, dates and statuses across forms, statements and invoices; flag the inconsistencies.
Regulatory & compliance
Verify the expected documents are present, coherent and conformant — with an auditable trail.
Contract & legal review
Surface clauses, dates, parties and signatures across long documents and check them against your rules.
KYC / identity onboarding
Validate ID documents and proof-of-address as a set, with consistency checks across them.
What Interpret is — and isn't
Serious tools say what they're not
Not just OCR
It doesn't only read text — it ties information to your rules, to its source, and to a verdict.
Not a chatbot
A structured process with a checklist verdict — not a conversation you have to re-interpret.
Not a black box
Every result is explained, evidenced, correctable and exportable. You can defend it.
Not a replacement for experts
It clears the repetitive checks so your people spend their judgment where it matters.
FAQ
Questions, answered
What kinds of documents can it read?⌄
PDFs and images (rendered page-by-page) plus Word, Excel and CSV (read as text). You can mix every format inside one dossier and validate them together.
Do I need to write code to make rules?⌄
No. Rules are written in plain language with accept/fail criteria, and configured with simple toggles — required/optional, each-doc/any-doc/across-set reach, and an optional approved-list check.
Can a human override the AI?⌄
Yes. A reviewer can change any verdict with a required reason and finalize the report. The AI's original answer is preserved and shown next to the human decision, with a timestamp and full audit history.
Is it auditable?⌄
Every check, its evidence, the documents it touched, and every human note/override/finalize are recorded — and exportable to PDF, JSON or CSV. Policies are versioned, so you always know which rules produced a given verdict.
Which AI models does it use?⌄
Interpret calls vision/LLM models through OpenRouter, so the model is configurable. Your rules and reference lists steer it; the human review keeps the final say with a person.
See Interpret on your own dossier
Bring one real process — the documents, the rules, the exceptions. We'll set it up and show you a traceable verdict end to end.