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AI you can check.

vocabotics makes software it owns and runs: NovaTerra and vocabotics Console. Every result comes with the proof to check it. We also build for UK businesses.

Need something built or checked? Book an Opportunity Review · £1,950. Jon replies personally, usually within two working days.

Needs your OK

Example

Matched 14 supplier invoices to purchase orders.

12 agree to the penny. 2 differ by more than 2 per cent, so they are held for you instead of paid.

See the working

After you press OK: OK’d by you 14:02 · Undo for 10 min

An example of how every result reaches you. AI drafts and checks; a person decides.

vocabotics builds software and AI for UK businesses, and every result comes with the proof to check it.

We say what was done and where to check it. We say what isn’t proven.

Software we own and run.

vocabotics is a product company. These are our products, with their real status.

Who runs it.

Jon Ross, founder and director. Fifteen years engineering safety-critical rail and metro systems, then independent AI research, and now vocabotics. A small team: one founder, AI agents that do build work under his review, and specialist associates when a project needs them. Meet the founder

We also build and advise.

Three more ways to work with us, alongside the products.

Proof, with where it goes wrong.

Each proof note says what was done, how to check it, and where it fails.

  • Reading purchase orders and checking every line

    A sketch on made-up data: it reads purchase orders, pulls out each line and checks the price.

    Where it goes wrong: Both ward requisition forms failed completely: a layout my build orders did not include, so all 7 of their lines were missed.

    Read the proof note
  • Sorting service-desk emails, with a person approving anything that matters

    A sketch on made-up data: it sorts service-desk emails and holds safety issues and disputes for a person.

    Where it goes wrong: The first held-out set missed the case that mattered most, a safety issue that should always go to a person.

    Read the proof note

A UK client

We are building a larger system for a UK client who has asked not to be named yet. Their updates label every claim as measured, proposed or unconfirmed, so they can check each one before they rely on it.

How a build is checked.

  1. 1

    Discovery Sprint

    A specification, a working prototype and a fixed price.

  2. 2

    Tests agreed first

    Written acceptance tests decide when a stage is finished.

  3. 3

    A demo every week

    You see it running and talk to the person leading it.

  4. 4

    Yours on payment

    Code, documents and tests are handed over.

Fixed price, from £40,000. See how a build works →

Free: the handbook for UK small businesses.

Which jobs to try first, what it really costs, and what the law asks of you.

Get the free handbook

The research record.

Our Lab publishes dated results, failures included, and the checks anyone can run. Read the Lab or watch a recorded compiler check.

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    vocabotics: AI you can check