An AI-assisted workflow for compressing chaotic kickoff conversations into a brief your creative team can actually work from.

Every kickoff call produces the same pile: half-formed goals, stakeholder tangents, a request to feel "premium" with no explanation of why. Someone has to turn that mess into a brief the team can design against. AI can do the heavy lifting on structure, but strategy still needs a human hand.

Why kickoff notes are a bad starting point for a brief

Raw notes mix objectives, constraints, and opinions with no hierarchy. A stakeholder says "make it feel premium" without naming the business reason behind it, leaving a brief with no actionable direction. Worse, marketing wants bold while ops wants safe, and that tension needs resolving by a strategist, not smoothing over by an algorithm.

What an LLM can actually do here

Tools like ChatGPT and Claude excel at summarizing long, unstructured text into themes and open questions. Feed one a notes dump alongside a brief skeleton (objective, audience, tone, deliverables, success measures) and it can slot content into each section. Prompted correctly, it will also flag contradictions instead of quietly papering over them.

A five-step workflow

  1. Capture the kickoff with a transcription tool like Otter.ai rather than relying on shorthand notes.
  2. Structure the transcript against a fixed brief template, separating confirmed facts from assumptions to verify.
  3. Compress into a one-page stakeholder summary, kept distinct from the full working brief.
  4. Interrogate with a second pass asking the model to list unresolved questions and stakeholder disagreements.
  5. Review: a strategist edits, resolves ambiguity with the client, and owns the final document.

Where this breaks down

An LLM can surface conflicting client goals but can't choose a direction. Office politics, past failed attempts, and unstated sensitivities never make it into a transcript, so the model can't infer them. Lean too hard on AI summaries and you risk losing the client's own language, which matters when a brief needs defending later.

Treat AI as a first-draft engine, not the author of your strategy. The judgment still belongs to your team.