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AI agents · automation

Freelance AI engineer · Forward Deployed EngineerAn AI agent that does the work

An agent that takes over a repetitive task in your tools (tickets, emails, quotes, data entry), under a policy it cannot get around. First in shadow mode, then with human approval, measured before and after; the code, tests and runbook stay in your repository.

RELAIS: queue of actions awaiting human approval, run as a client mission for a fictional client.

What you get

The outcome

  • System running on your infrastructure
  • Acceptance report in numbers
  • Code, tests, runbook in your repository
Timing
3 to 5 weeks
You provide
A business owner and read access to the data
Price
Quoted after the brief

What it is for

Three uses

The tasks that come up most often when a team gets in touch.

  1. 01

    Customer support

    The agent reads the ticket, checks the order and proposes the action; refunds go through a written rule and human approval.

  2. 02

    Back office

    Data entry, reconciliation, quote preparation: the tasks that take hours every week, done in your existing tools.

  3. 03

    Incoming email

    Sorting, drafted replies, routing to the right person, with a log of every decision.

How I work

Four steps

One contact, who does the work himself. You sign off before each next step.

  1. 01

    Pick the task

    One repetitive task, a business owner, read access to the data. We measure the starting point.

  2. 02

    Shadow mode

    The agent runs alongside your teams without executing anything: its decisions are compared with theirs.

  3. 03

    With approval

    It acts, a person approves; the policy sets what it may do alone and what stays human.

  4. 04

    In service

    Acceptance report in numbers, code, tests and runbook in your repository; the system is handed to your teams.

FAQ

The questions

Not the answer? Write to me, I reply myself.

What is an AI agent?

A program that relies on a language model to decide which actions to take (read a ticket, query a database, draft a reply) and carries them out in your tools. Unlike a simple chatbot, it acts: hence the rules, human approval and the log.

How long for a first agent?

Three to five weeks for a pilot in service, possibly after a fixed-price assessment to choose the right task.

What if the agent gets it wrong?

It is measured on an evaluation set before going live, it cannot step outside its policy and every decision is logged. Sensitive actions require human approval.

Does our data stay with us?

Models can run on your servers, with the host of your choice or through an API; no data goes to an external service without your written consent.

Contact · a personal reply, from me

A process to automate? Let’s talk.

matthieu@studiolatent.fr

Describe the task, the tool or the documents in one sentence. I come back with specific questions and an assessment proposal.

How a project runs →