Book a risk audit

How we work

Don't start with the moonshot

Split the goal into small processes. Prove one. Then take the next step, with results already on the table.

  • One process first
  • Measured before and after
  • Turnkey

Ambition is not a plan

  1. A goal too big to measure

    "Transform the company with AI" has no finish line, so nobody can tell whether it worked.

  2. No baseline

    Without measuring the process before, the result after is an opinion, not a number.

  3. Hardware first, value later

    Large upfront spend on GPUs before a single process has proven itself.

Step zero

"Speed up our legal department"

becomes six processes you can measure

Intake triageClause searchStart herePrecedent lookupFirst draftRisk markupReporting

We start with the one that is frequent, painful and easy to measure. The others wait for proof.

Four stages, a decision after each

You see a result before you invest in the next step. At every gate the decision is yours.

  1. 01

    Audit

    We do
    Interviews with your teams, a map of processes, an assessment of data and risks, a search for shadow AI.
    You get
    A process map, a risk report and a short list of pilot candidates with expected effect.
    Your decision
    Which process goes first.
  2. 02

    Pilot

    We do
    A minimal stack, an open model tuned for one process, baseline protection from day one.
    You get
    A working tool in the hands of real people, and a before and after measurement.
    Your decision
    Does it pay off? Do we widen it?
  3. 03

    Your own model

    We do
    A dataset built from the pilot, a compact model trained on it and compared with the base model.
    You get
    A model that is more accurate and cheaper to run. The weights stay with you.
    Your decision
    Which processes join next.
  4. 04

    The machine

    We do
    New nodes connected by agents into one flow, hardware scaled to the real load.
    You get
    A platform that grows with your business, inside one protected perimeter.
    Your decision
    A roadmap for the year.
From a general model to one that knows your job

A small model that knows one job beats a giant that knows everything

PrivateTrained inside your perimeter

Your data never leaves your servers, not even for training.

EfficientRuns on modest hardware

Compact models answer fast and cost a fraction to run.

YoursThe weights belong to you

Every improvement becomes a company asset.

Spend grows with results, never ahead of them

Start with small investment in infrastructure and tuning. Once a business or a single entrepreneur sees the effect, the next step is an informed decision, not a leap of faith.

Turnkey means all of it

  • Audit and process map
  • Architecture
  • Hardware or private EU cloud
  • Models, open and your own
  • Integrations with your systems
  • Protection platform
  • Team training
  • Support and updates

What we need from you

A process owner

One person who knows the process and can judge whether the result is good.

Access to the data

Read access to the documents and systems the process uses, under NDA, on your servers.

An hour a week

Time to review results with us. This is what makes the measurement honest.

Private AI without leaks starts with an audit

In two weeks we show where data already leaves through external services and propose the architecture for your perimeter.

  • First meeting and scenario review free of charge
  • You keep the audit report whatever you decide
  • NDA signed before any access to your data

We reply within one business day.