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AI in the operation

We put a model into a specific job your team already does, with a source of truth, a test, and a rule for when a person must review the result.

  • OpenAI
  • Grok
  • Claude
  • Gemini

OpenAI is a trademark of OpenAI. Grok is a trademark of xAI. Claude is a trademark of Anthropic, PBC. Gemini is a trademark of Google LLC. Uptechrune is an independent consultancy and is not a partner of these companies.

  1. The job

    One workflow the team already does. If the job is unclear, we do not start with a model.

  2. The source

    Files, records, and systems the company already owns. The model does not invent a second source of truth.

  3. The test

    Real cases, scored before anyone is asked to switch.

  4. The stop

    A written line for when a person must review the output.

The work

One workflow

Support replies, a report, a handoff. Not a tour of model vendors, and not a chat window left open for the company to figure out.

Bound to your sources

Retrieval or tools pointed at records you control. If the source is missing, the model does not guess past it.

An evaluation set

Cases taken from the work, with a pass and a fail. The team switches only after the output clears that set.

What people stop doing

The rollout names the old step that goes away, and the person who still owns a wrong answer.

Where a pilot stalls

  • The pilot lives in a chat window

    A few people try it. The rest of the team never sees a written job, a source, or a rule for a bad answer.

  • Nobody scored the output

    Usable and impressive get mixed up. The meeting has a demo and no set of cases.

  • The license renewed anyway

    The team went back to the old process. The subscription stayed, because nobody wrote down that the pilot had stopped.

How an engagement runs

  1. Choose the job

    One workflow, the source of truth, and the cost of a wrong answer. If those are unclear, we do not start with a model.

  2. Build the loop

    The model, the tools, and a written rule for human review.

  3. Evaluate

    A set of real cases. The team switches only after the output clears that set.

The record stays yours.

The files, the systems, and the evaluation set remain in your name. Ending the engagement does not mean renting the workflow back from us.

How it is bought

We do not start without a job, a source, and a stop rule. The fee is in the statement of work, in US dollars. How an engagement is bought.

The job

Tell us the workflow.

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