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Now in private beta
Margin is a permission-aware knowledge base for your team. Every answer is grounded in your own documents and cites them— or admits, honestly, when something isn’t there. Spreadsheets are computed, scans are read, and access is enforced before a single result is ranked.
Ask Margin
Margin Pvt Ltd
Q3 revenue was ₹48.2 lakhs, up 18% on Q2.
Honest when it doesn’t know
“I couldn’t find an FY26 budget in your documents.”
Cited.
Every answer, to a source
Honest.
When it’s not on file
01 — A grounded answer, every claim cited
Capabilities
Eight ways Margin stays honest — grounding, permissions, and exact computation, not a generic chatbot pointed at your files.
Every answer cites the documents it used. When retrieval is weak, Margin says so — and shows the nearest files you can open — instead of inventing an answer.
Results are filtered by who is asking before anything is ranked. A teammate never sees, or even learns the name of, a document they cannot access.
Tabular questions are answered by running code over the real rows — never by a model doing mental math. You get the figure and the working behind it.
Photograph an invoice or forward a scanned contract. OCR turns images and handwriting into text Margin can read, cite, and compute over.
Drag-and-drop, pick from Google Drive, forward to a workspace email, or share over WhatsApp. You always choose what enters the corpus.
Every question and answer is saved and searchable. Admins verify the canonical ones; gaps quietly show what to upload next.
Ask about a Zoho invoice or deal and Margin queries it live, as you, with your own permissions — never storing or caching the data.
“Not in your documents” beats a confident guess. Grounding is not a setting you toggle — it is the whole point of the product.
Process
01
Upload, forward by email, share from WhatsApp, or pick from Drive. Margin extracts text, OCRs scans, and parses spreadsheets — then indexes it all.
02
Anyone on the team asks in plain English. Margin routes the question, narrows to what you are allowed to see, and computes when the answer is a number.
03
You get an answer with clickable citations — or an honest “not in your documents,” plus the nearest files you can actually open.
From early teams
“Half our “where’s that file” messages disappeared. People ask Margin and get the answer with the source attached.”
Operations lead
D2C brand, Bengaluru
“It pulls the number straight from the sheet and shows the rows. I trust it because it never makes one up.”
Finance manager
Manufacturing, Pune
“The “not in your documents” honesty is exactly why my team relies on it. No confident nonsense.”
Founder
Services firm, Mumbai
Quotes from private-beta teams. Names withheld at their request.
Access
We are onboarding teams one cohort at a time. No credit card. No contract. No tiering.
Workspace
For a team that wants honest, cited answers from its own documents.
Company
WaitlistFor organisations rolling Margin out across multiple teams.
Join the teams already getting cited, permission-aware answers from their own documents.
Request accessQuestions
What Margin does, how it stays honest, and how your documents and permissions are handled.