SERVICES
AI-assisted development consulting
AI-assisted development is our working method. Consulting helps describe the problem, divide the work into checkable steps and interpret the evidence. It does not mean handing AI the responsibility for deciding whether a product is ready.
For a practical problem that needs definition
A discussion can help when you have a digital idea without a clear scope, or an existing prototype whose readiness is uncertain. We gather the goal, intended users, input records and primary actions. You can bring screens or examples without confidential information. The first useful result is a precise question rather than an indiscriminate list of features to build.
What we address
A brief describes expected behaviour, constraints and necessary checks. We can discuss priorities, task decomposition, interpretation of outputs and the distinction between a demonstration and an operational feature. The projects cover different contexts: VOLPE1943 orders, personal organisation in MyNABI and the explicit boundaries of the QuietShield prototype. They provide references for explaining decisions and verification, not promises to repeat a result within a fixed time.
Boundaries of the discussion
Consulting does not automatically include full implementation, a specialist security review or activating a custom AI system. Those need separate assessment. Accounts, subscriptions and access also remain explicit choices. We do not put sensitive records into external tools to make a demonstration more convincing. When evidence is missing, the useful outcome is to identify the unanswered question and the next step that could resolve it.
How we work
We begin by discussing the task and the existing tools. We describe the expected result and choose an initial journey to observe. A prototype lets us discuss the sequence, information and states before extending the work. Verification then follows the agreed cases, including errors and missing records. A demonstration and a completed check are recorded separately.
What to prepare
Bring a description of the activity, an example without confidential information and the main difficulties. Identify who will use the result and which constraints cannot change. When something is undefined, we record an open question. Scope, timing and cost can only be assessed after that initial review; the website does not imply a standard package or guaranteed delivery date.
Explore real project examples
Review the screens, technical choices and stated status of each project. These examples describe documented work, not promised outcomes for your project.
Frequently asked questions
Do I need programming experience?
You can begin defining a need through your work and a concrete example. Technical complexity and the skills required are assessed against the project.
Can AI do everything without review?
No. A plausible output may contain errors. We define expected results and checks, distinguishing what has been executed from what is merely proposed.
Is this the same as a lesson?
Training teaches a method through a focused activity. Consulting concerns the scope of your project. We can discuss which need should come first.
Tell us about your situation
Start with an activity, a difficulty or an example without confidential information. We can discuss the expected result and what needs clarification before the work is defined.
Discuss your project