Can you help me choose models and providers?

Yes. The choice follows your real constraints: expected quality, latency, budget, security, and integration complexity.

How do you reduce hallucination risk?

With a mix of prompt design, validation, retrieval quality control, fallbacks, and monitoring in real conditions.

Can AI fit an existing product roadmap?

Yes. I integrate AI in increments on existing product surfaces so you validate value quickly before expanding scope.

Useful,reliable,operableArtificialIntelligence

I integrate AI where it creates concrete gain: automation, business assistance, product features—with operational guardrails and cost control.

10+ years of experience
Over ten years of full-stack engineering shipped to production for startups and product teams — marketing sites, e-commerce, business apps, and API integrations.
Professional guarantees
Professional liability insurance covering the assignment and deliverables. Certificate included with the quote — a secure, transparent framework for working with your business.
Perpignan & remote
On-site around Perpignan and across Pyrénées-Orientales (66). Remote engagements across France and internationally — same scoping, follow-up, and delivery standards.

Use cases before showcase effects

I target workflows that truly gain speed, quality, or capacity—not a cosmetic AI layer with no ROI.

AI reliability in production

Validation, fallbacks, monitoring, and cost control are built in from day one so outputs stay usable and predictable.

Wired into your existing stack

AI plugs into your tools, APIs, and business rules to support adoption without disrupting day-to-day operations.

Worldwide remoteOn-site in 66

Remote by default

Engagements run remotely across France and internationally. On-site meetings are available around Perpignan and in the Pyrénées-Orientales (66) only. No travel to other départements.

How an engagement runs

From the initial call to production—same method for a website, an audit, or an MVP.

Intro call

You share context, goals, and constraints. I recommend the right solution (website, audit, MVP, maintenance…) with no obligation.

30 minRecommendation + next steps

Scoping and quote

Written scope, recommended stack, milestones, and an indicative range or fixed fee. Free quote with no obligation—you approve before the first billable day.

2–5 daysSigned quote and scope

Kick-off

Repo/tool access, shared plan, and a first visible milestone—no radio silence.

Half dayInitial backlog + environment

Iterative delivery

Shareable staging, regular demos, feedback within scope. Priorities can shift without losing budget visibility.

Mission-dependentTestable staging milestones

Production and handover

Go-live, documentation, walkthrough if needed—you keep the code, access, and full traceability once the balance is paid.

End of engagementRepo + docs + light training

Acceptance and warranty

Delivery acceptance note: 10 business days to test and report any issues against the agreed scope. Then a 30-day corrective warranty on reproducible bugs in the delivered scope—not new features or third-party changes.

30 calendar daysAcceptance note + fixes