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Automate recurring steps with human review

Tell me what keeps coming back.

The first 45-minute remote call is free, and you receive a one-page note on fit and next steps.

Request a free call

Who it is for

I can be the first automation engineer you bring in, without creating a permanent internal role.

Describe the task, how often it happens and who is responsible. I look at the current process before choosing a tool.

Read what an automation engineer does, and when a scoped engagement makes sense before deciding whether to create a permanent role.

What you get

For example, a fictional workflow might receive a request, extract details, prepare a draft and send missing information to a reviewer.

I verify each proposed connection, permission and action before including it in the written scope. The scope names the steps, the checks and the person responsible for each decision.

Tell me what keeps coming back.

The first 45-minute remote call is free, and you receive a one-page note on fit and next steps.

Request a free call

How I build it

I start by understanding one process and the decisions behind it. I agree with you on where AI helps, which model fits and where a person checks the result. I build around those choices, document how it runs and walk your team through the handover so your people can operate it.

I start with a free 45-minute remote scoping call and a one-page written note on fit and next steps. If a trial is needed, it is a separate paid engagement with a written scope and a price agreed first. The full trial criteria are on the services page.

Before choosing tools, use the guide to scoping one recurring task to name the inputs, reviewer, permitted actions and stop conditions.

Limits

This is an illustration, not a ready-made integration or customer result.

I count implementation, model/API usage, hosting, human review, correction, maintenance and support. That includes unsuccessful attempts and work that remains manual.

Released time is capacity. Cash is saved only when spending actually falls. I do not promise a saving, payback period or reliability rate.

See a fictional source check and what it does not prove.

To judge a pilot honestly, read how to measure an AI pilot's cost per accepted result.

Tell me what keeps coming back.

The first 45-minute remote call is free, and you receive a one-page note on fit and next steps.

Request a free call

Who you work with

I'm Stéphane Lepain, founder of CPLT. You work directly with me, from scoping to handover. I agree the permitted information, human checks, scope and price before paid work starts. More about me and how I work.

Questions before you start.

Can I keep using ChatGPT or Copilot?

Yes. I start with your work and data requirements. An existing tool may be enough. If you need a workspace you own, I can build one and hand it over.

What if the trial does not justify a build?

I compare results against the agreed quality and cost criteria. The next step may be to revise the approach, use an existing tool or stop. I do not promise savings or an accuracy rate.

Can my team operate the result?

I agree operating responsibilities before building, document the procedures and walk your team through the runbook. Ongoing support can be scoped separately and is not a condition of a build.

What does an engagement cost?

The 45-minute remote scoping call is free and ends in a one-page written note on fit and next steps. Paid work has a written scope and a price agreed before it starts. There is no public price list.

Tell me what you want to change.

What happens, how often, who does it and what would improve it? I reply personally within one business day.

Request a free call