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TECHMOVE

AI Engineering studio · Paris

AI agents that hold up in production.

Most AI projects stop at the demo. We go to production: we diagnose your processes, automate only what actually pays, and integrate the agent into your React / Next.js app — tested, observable, owned by your teams.

No commitment. If AI is not the right answer, we say so.

EU hostingGDPR compliantNDA before accessCode assigned on delivery
TypeScriptReactNext.jsLangGraph.jsMCPVitest / Playwright

§01 · Work

Two contexts. The same engineering bar.

You want time back, or you want an agent inside a product already in production. In both cases, we ship what your teams can run — not a throwaway demo.

Operations desk at night: files, laptop and lamp — the daily work to automate.

SMEs

Automate the processes that cost real money

Documents, support, re-keying between tools: your teams lose hours there. We map those flows, quantify the real gain, and automate only what justifies it — with a human still in control.

  • Process mapping and recoverable-time estimate
  • Prioritisation by net gain, not demo effect
  • Flow automation: documents, support, back office, reporting
  • Team training and operating documentation
Request a diagnostic
Product engineering desk: monitoring screen and keyboard in a dark room.

Enterprises

Integrate an agent into a live product

You have traffic, a team, and a React / Next.js stack. We design the agent layer and deliver it to the same standard as the rest of your code: review, tests, observability.

  • LangGraph.js architecture and tools exposed via MCP
  • Security, GDPR and hosting handled from the briefing
  • Tests, CI/CD and observability shipped with the feature
  • Code review and upskilling of your developers
Scope an integration

§02 · What we deliver

What we deliver

Documented agent architecture — your teams know what to take over.
Full CI/CD: nothing ships to production, including prompts.
Costs and latency in your dashboards, not a forgotten spreadsheet.

§03 · Capabilities

Six capabilities, all taken to production.

Agent engineering and product integration only. No generalist agency, no decorative chatbot, no disposable demo.

01

Agents and workflow automation

Agents that act in your tools — not just answer. LangGraph.js orchestration, tools via MCP, guardrails and human validation at sensitive steps.

02

Conversational assistants in production

A chat grounded in your data, wired to your systems, designed for real journeys. Streaming, cited sources, explicit refusal when information is missing.

03

Search and knowledge bases

Indexing of your documentation, contracts or catalogue. Hybrid search and evaluated RAG: every answer traces back to the source document.

04

Document processing

Structured extraction from PDFs, invoices, minutes or client files. Typed output, measured error rate, planned human fallback for edge cases.

05

Integration into your React / Next.js apps

An agent only has value inside the product. We integrate it into your existing application, without degrading performance or accessibility.

06

Compliance and sovereignty

European hosting, processing map, minimised data sent to models, auditable logs. GDPR is handled upstream, not as a patch.

Sectors we have worked in

Retail & e-commerceTransport & logisticsTelecomsB2B servicesIndustryHealth & insurance

Tools we put in production

TypeScriptReactNext.jsLangGraph.jsMCPOpenAIAnthropicMistralpgvectorPostgresVitestPlaywrightGitHub ActionsDockerScalewayEU cloud — to be agreed

§04 · Technical proof

The code passes your team's review.

A production agent is an application. It is tested, deployed, monitored — and taken over without us.

01

Tests at every layer

Unit tests on tools, integration tests on agent graphs, automated evaluations on prompts. A model change is not discovered in production.

02

CI/CD and environments

GitHub Actions pipeline, per-branch previews, progressive deploy and immediate rollback. LLM keys and budgets managed in infrastructure.

03

Code your teams can own

Strict TypeScript, modules with clear boundaries, ADRs for structural decisions. Review with your developers — or operating docs if you have no tech team.

04

Observability and cost

Per-run traces, tool failure rate, p95 latency and cost per conversation: in your dashboards, not ours.

client case — retail enterprise, 60M visits/year

A product assistant that holds 60 million visits a year

Agent wired to the catalogue via MCP, orchestrated in LangGraph.js, rendered as a stream on the Next.js App Router. Semantic cache, response guardrails, latency budget held at every step.

Delivered with integration tests, prompt evaluations in CI, and a full handover to the internal team at the end of the engagement.

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First response shown, under load

None

Blocking incident since go-live

§05 · Offers

Three entry points. One delivery standard.

offer 01

Diagnostic & audit

A process to automate or a prototype to harden: we say what is worth the cost, and what is missing to go to production.

5 to 8 days

Fixed fee, written readout included

  • Process mapping or review of existing code
  • Risks: latency, cost, security, hallucinations
  • Costed roadmap, prioritised by net gain
  • Readout with your business and tech teams
Request an audit

offer 02

Production delivery, fixed fee

From design to a production agent — in your stack, with your security and performance constraints.

4 to 12 weeks

Firm fee after scoping

  • Functional scoping and latency budget
  • LangGraph.js, MCP and Next.js integration
  • Tests, CI/CD, observability shipped with the code
  • Skills transfer to the internal team
Scope a project

offer 03

Monthly retainer

The agent is live, your teams run it: a technical counterpart stays available, without locking you into a black box.

Reserved days / month

3-month commitment, cancellable after

  • Intervention days reserved each month for your account
  • Model watch and version migrations
  • Code review and pair programming
  • On-call for incidents related to the agent
Discuss a retainer

Budget is set after a first conversation — firm quote and service contract, not disguised time-and-materials.

§06 · How a mission runs

You know at every step where the budget goes.

Four steps. You approve before the next spend.

  1. 01Week 0

    30-minute call

    You set the context. We say whether the topic is ready, whether a diagnostic comes first — or whether AI is not the right answer.

  2. 02Week 1

    Written scoping

    Scope, measurable criteria, latency and cost budget, test plan. Nothing starts before you approve this document.

  3. 03Weeks 2 to 10

    Delivery by milestones

    A useful increment every two weeks, deployed to pre-production. You use it, you decide, you choose what comes next.

  4. 04End of mission

    Handover and follow-up

    Operating documentation, training for your teams, monthly support if you want it. You are never locked in.

Empty studio at the end of the day: work table, notebooks and city light.

Behind TechMove: a dozen years of web engineering, the latest on production LLM agents — retail, transport, telecoms. As comfortable with a thirty-developer team as with an SME founder who has none.

§07 · Scope

What we do not do.

If your need is on this list, we point you elsewhere. A clear no costs less than a mission sold for the wrong reasons.

  • Generic chatbots dropped on a site, with no access to your business data.
  • Automations stacked in a no-code tool, with no tests or versioning.
  • Quantified gains promised before looking at your real processes.
  • Time-and-materials disguised as a fixed fee, billed without a written scope.

§08 · Your guarantees

What you risk: nothing irreversible.

An agent project rarely fails for a technical reason. It fails for lack of frame. Here is ours, written before the signature.

A pilot before any long commitment
The first milestone is a reduced scope, delivered and measured. If the result does not meet the criteria we set together, the rest does not start.
The code and models belong to you
Full assignment of rights on delivery. No proprietary platform: your teams take over, change or stop without us.
Your data stays with you
Hosting in Europe, no data given to model providers for their training, NDA signed before any access.
An engineer, not a middleman
The person who scopes is the person who builds. No subcontracting, no sales relay.

§09 · Frequently asked

Before you book a call.

The questions that come back. If yours is missing, write to us: we answer in writing before any call.

No. We then deliver operating documentation, train your business owners and offer a monthly retainer for maintenance. That is the most common case in SMEs.

§10 · Contact

Describe the context. Reply within 24h.

Thirty minutes is enough to qualify feasibility, effort and gain. An engineer replies — not a salesperson.

Every request is read and handled by our engineering team.

  • Reply within 24 business hours, by an engineer — not a salesperson.
  • Firm quote within 72h after the first conversation.
  • NDA signed before any access to your code or data.

A process that costs too much, or an agent stuck before prod?

Thirty minutes to see if we can help — and to say so clearly if we cannot.

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