Method · Complex Tasks

    The STEP© Method: Break a Complex Task Down Instead of Asking for Everything at Once

    In short

    STEP© is Revenu IA's proprietary method for complex tasks: Separate, Tasks, Execution, Process. Get the broken-down plan first, validate it, then produce step by step. Keeping control of the breakdown protects against the "fragile expert" syndrome and limits the cost of pay-per-use agents.

    STEP© corrects a common reflex: asking the AI for everything at once. For a long report, a keynote, or a specialized file, the Revenu IA method requires first requesting a detailed outline, then validating each step before production. It keeps the human in the role of an orchestrator, which becomes increasingly important as agents multiply.

    The 'All-in-One Prompt' Syndrome

    When you ask for a complex document all at once, the AI produces text that collapses in length, coherence, or precision. You lose track of where it drifted, and correction means starting over. STEP© does the opposite: you get the outline, correct it, then produce block by block with a satisfactory level of control at each stage.

    The Four Levels

    1. S, Separate. Split the problem into distinct blocks.
    2. T, Tasks. Identify the tasks inside each block.
    3. E, Execution. Detail the sequence and stages for each task.
    4. P, Process. Chain it all into a clear process.

    The STEP© Sample Prompt

    I have a complex task: [describe the project]
    Use the STEP© method.
    Perform a Separation into several Tasks,
    detail the Execution sequence and stages for each task after asking me all the questions about the information you need, then chain everything into a clear Process.
    Do not write the content now.
    First, propose the detailed outline.
    Wait for my validation between each step.

    STEP©: proprietary method of Revenu IA, © Mustapha Benkalfate. Reproduction of the sample prompt is authorized with source attribution.

    For Which Deliverables?

    • A report or a study of several dozen pages.
    • A keynote or a training session, with sequences, exercises, and materials.
    • A proposal in response to a call for tenders.
    • The design of an agent: sources, instructions, safety rules, tests.

    Why Keep the Breakdown for Yourself

    Owning the breakdown means retaining the mental model of the project. If the AI breaks down and produces everything, you become what Mustapha Benkalfate calls a 'fragile expert': unable to explain how the parts fit together, and therefore unable to correct the whole. STEP© protects you from this liability: you understand the document because you validated its structure.

    STEP© and Agents: The Human as Orchestrator

    During a session with an executive committee in 2026, Mustapha Benkalfate presented STEP© as a skill that gains value with AI agents. An agent launched with vague instructions can run for a long time, consume many tokens, and produce little value. With usage-based billing replacing unlimited subscriptions, a poorly broken-down instruction costs money. The human who knows how to break down a task remains the orchestrator.

    Choosing the Right Method

    Your situationMethodWhat it does
    You know exactly what you wantSCOPE©Frames the request along five axes
    Your need is still unclearPROBE©The AI probes, refines the need, checks the objective, briefs for nuances, then executes
    The task is too complex for a single requestSTEP©Breaks it down into blocks, tasks, execution stages, and a clear process
    You have a model result to reproduceSEAT©Finds the prompt that produced it
    You need to verify an AI's outputSCORE©Has another AI rate and critique the result

    Frequently Asked Questions

    How to write a long document with AI?

    By breaking it down with STEP©: have the AI propose an outline in blocks, tasks, and execution stages, validate it, and then produce each part separately, controlling the result at each stage.

    Train Your Teams on STEP©

    AI Fluency Path: Automations, Agents, and Complex Tasks.

    Train Your Teams on STEP©