The service · task to tool

Bring us the task your people do but would not yet trust a machine with.

In weeks you own a system that does it, that they can check, that runs where you want, and that we then hand over.

Three reasons to call us

Rather than a large vendor or a freelancer.

The ending

The engagement ends with you holding the keys, not holding a subscription.

The price logic

Most of any pipeline is mechanical, and the modules already exist, so the work costs less than a model-everything vendor and takes less time than building from scratch.

The proof standard

The deliverable is a measured tool with its limits written down, the only kind a serious organisation can put its name to.

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How it runs

Four to nine weeks, in five moves.

The generic parts are published as open modules. The client-specific parts stay with the client.

01

Scope the task

We sit with the people who do the work and write down what a correct answer looks like, and what a wrong one costs.

02

Build the mechanical baseline

Parsing, chunking, matching, routing: whatever can be done deterministically is done deterministically, and it is inspectable before any model is paid for.

03

Add a model where it earns its cost

A model enters only at the steps the baseline cannot carry, and only where the gain is measurable against it.

04

Measure and gate

The result is measured against the task, and refusal is enforced by a gate rather than a prompt. A person holds the merge seat.

05

Hand over

Source, measurement report, refusal gate and keys. The generic modules stay public, the client-specific parts stay yours.

What you receive

Source, measurement report, refusal gate, and the keys.

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Who it is for

Accountable for what you publish.

Organisations accountable for what they publish and unable to send their data to someone else's server.

Research institutes Investigative and monitoring teams Public bodies Compliance and risk functions NGOs working with sensitive populations