AI that reads the real world.
Hashtee Lab builds AI systems that turn documents and visual scenes into structured, usable records — from invoices and handwritten forms to shelves, counters, and production lines. Built in India. Deployed in production.
Helping teams from the shop floor to the Fortune Global 500 turn paper and pixels into records.
What we read
Documents
Invoices, purchase orders, doff cards, KYC forms, handwritten registers. Not just read — understood: fields extracted against your schema, cross-checked, and delivered where the work happens.

Scenes
Shelves, racks, and counters read through the cameras you already own. Stock levels, planogram drift, and queue states turned into operational records instead of footage.

Describe the check
Describe what you need in plain language — a one-off document extraction or a visual check — without starting every use case with an annotation and model-training project.

How the real world becomes a record
- 1.0
Capture
scanner, phone, CCTV, API
A scanner appliance on the desk, the phone in your pocket, or a direct API upload. Jobs queue like print jobs — walk up, drop the page, walk away.
- 2.0
Extract
fields, tables, handwriting, scenes
The page is read against your document profile — printed text, handwriting, and tables included — and comes back as typed, structured fields.
- 3.0
Review
source image beside, corrected inline
Every record is inspectable with the source image beside it. Correct a field inline once; exports and deliveries carry the correction.
- 4.0
Deliver
ERP, Sheets, webhooks, S3
A structured record lands in the system that needs it — your ERP, your sheets, your workflow — in the shape it expects.
Documents first. Cameras next.

Document understanding · appliance + app
Dodo
Walk up, scan a document, get back a verified, structured record. A desk appliance, mobile capture, and an API — one document intelligence behind all three.

Scene understanding · expansion line
Early accessRaru Vision
Reads the scenes your existing cameras already see — shelves, racks, counters, and production floors — and turns operational checks into structured records.
Built for your industry
Built for your industry
Manufacturing
The shop floor writes its record by hand — and the cameras see the rest.
A plant produces two things all day: product, and paperwork about the product. Most of that paperwork is filled in by hand at the machine, and most of the camera footage is never watched. Both are readable.
Why teams pick Hashtee
There when paper arrives
Extraction APIs wait for someone to upload a PDF. Dodo lives at the desk, the gate, and the pocket — capture happens at the source, so the record exists the moment the paper does.
Built for real-world paperwork
Handwriting, stamps, smudges, hurried photos — the documents Indian operations actually produce are our normal case, not our edge case.
One record shape, everywhere
Appliance, phone, API, or camera — everything lands as the same structured record. One integration serves every capture surface, today’s and tomorrow’s.
Your data, where you want it
Cloud when it’s convenient, edge when it matters — deployments can run entirely inside your network, and what we process for you stays yours.
In production
All customer storiesTextiles & viscose

Grasim Industries
Doff cards digitized from the winding line into the ERP — alongside automated yarn cone inspection.
Energy & automation

Schneider Electric India
Technical documents and datasheets read into structure — so engineers query the corpus and get cited answers, not folders.
Renewable energy

Aditya Birla Renewables
Lease documents read into structured records — parties, plots, terms, and dates, searchable at last.
Heavy engineering

Walchandnagar Industries
More than 200 physical forms read — handwriting included — without changing the paper on the floor.
From the lab
All researchResearch notes on document AI and vision AI — including Longlichi, the document model inside Dodo — written for people who ship.
Bring us a document or a camera feed. We’ll show you the record it becomes.
Book a call