Applied AI

Artificial intelligence

Useful AI systems, connected to real work.

Agents, assistants and retrieval systems designed around a business task, governed sources and explicit boundaries.

Frame this need

01 — Scope

What the engagement can cover.

  1. 01

    Agents & chatbots

    Conversation, qualification and handoff with a human path.

  2. 02

    Internal assistants

    Document search, RAG and governed knowledge bases.

  3. 03

    LLM integration

    Models, tools, APIs and business logic in one controlled flow.

  4. 04

    Business AI & custom solutions

    AI workflows, automated steps, validations and observable outputs.

02 — In operation

Make the system legible when it is time to act.

Three states structure this expertise without hiding rules, exceptions or human handover.

  1. 01

    CONTEXT

    Agents & chatbots

    Conversation, qualification and handoff with a human path.

  2. 02

    PROPOSAL

    Internal assistants

    Document search, RAG and governed knowledge bases.

  3. 03

    VALIDATION

    LLM integration

    Models, tools, APIs and business logic in one controlled flow.

03Starting point

Define the role before choosing the model.

We frame the task, the information the system may use and the decisions that must remain human. The result can then be evaluated against real cases instead of an ideal demonstration.

Conversational agents, internal assistants and retrieval systems do not share the same risk profile or access rules.

04Complete system

Connect AI to data, rules and people.

Integration matters as much as model quality.

  1. 01

    Context

    Named sources, access rights and controlled versions.

  2. 02

    Action

    APIs, business tools and approvals connected at the right point.

  3. 03

    Control

    Evaluation, useful logs, refusal states and human handoff.

05 — Process

Move forward without losing the thread.

  1. 01

    Understand

    Map the context, users and constraints before choosing a solution.

  2. 02

    Design

    Make the experience, rules and architecture visible enough to challenge.

  3. 03

    Build

    Create a testable product connected to the systems that matter.

  4. 04

    Deploy

    Prepare production, access, monitoring and ownership together.

  5. 05

    Improve

    Use observed behaviour and incidents to guide the next decision.

Your context

The service adapts to the problem, not the other way around.

Describe the project