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Module 4: People, judgment, and creative · 9 min

People, judgment, and creative

Test capabilities, retain expertise, and build a repeatable creative process.

5 lessons · Use the arrows or scroll to move between boards.

Small experiments reveal what the tool can handle.

  • Jason compares learning an AI tool’s strengths with learning how an employee works: observe output and adjust expectations.

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  • He uses throwaway projects so that a failed experiment teaches him something without risking an important project.

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  • When models improve, he revisits older specifications to see which previously difficult tasks now work.

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Probe → observe → revisit

  1. 1

    Choose a disposable project to test a capability.

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  2. 2

    Observe what the tool handles and where it struggles.

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  3. 3

    Retry an old specification when the model changes.

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And this is how you learn the boundaries of what an AI or a human employee is capable of.
Hello, my name isJason Akatiff
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What is the purpose of a throwaway project?

An expert knows what to change.

  • Jason’s advantage for an experienced operator is judgment: recognizing the wrong direction and correcting it.

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  • He reports a VSL writer compressing work from roughly three months to 16 days, while still reviewing and revising the output.

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  • John asks where junior roles fit. Jason calls it the hardest part and turns to education; the discussion does not resolve a junior hiring model.

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The numbers they shared

3 monthsApproximate previous VSL-writing turnaround in Jason’s account of a writer’s process.share
16 daysReported AI-assisted turnaround in the same anecdote, still involving an expert writer.share

Reported in the conversation. Open a timestamp for context.

Now I can do all those things that I thought would make my business great. And I could do it with smart people wielding these tools.
Hello, my name isJason Akatiff
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What does the expert contribute in Jason’s VSL example?

An opportunity changes as the market catches up.

  • Jason argues that new platforms and tools create openings, while an advantage tends to shrink as more competitors adopt it.

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  • He suggests looking at a specific traffic source or vertical where deep expertise can matter, rather than copying the most visible play.

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  • His broker example is about margin pressure: extra middlemen become harder to sustain as a market gets more efficient.

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there's always inefficiencies in the market
Hello, my name isJason Akatiff
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What connects Jason’s channel and broker examples?

A repeatable review loop beats a one-off prompt.

  • Jason compares a creative workflow with documented operating procedures: give the generation step a repeatable process.

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  • He proposes an explicit human rating step, using a scale or thumbs-up/down to make feedback usable.

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  • Then improve the workflow itself: add a step, strengthen a skill, or add human review where quality falls short.

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Generate → review → improve the workflow

  1. 1

    Generate within a documented creative process.

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  2. 2

    Collect an explicit human quality assessment.

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  3. 3

    Change the step or skill responsible for the weak result.

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the nice part about workflows and systems is you can improve them over time
Hello, my name isJason Akatiff
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What should happen when generated ads repeatedly miss the mark?

A clear design brief has separate parts.

  • Jason breaks a page into four pieces: layout, copy, imagery, and a design system.

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  • Precise terms such as wireframe help communicate intent. Learning the vocabulary makes requests easier to specify.

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  • He studies a reference page’s structure and section purpose, then combines that structure with content and visual references.

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Reference → structure → composed page

  1. 1

    Extract the reference wireframe and define the design system.

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  2. 2

    Identify the content and purpose of each section.

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  3. 3

    Combine the brief with selected visual references for the new page.

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If you can learn the words it knows, you'll get better outcomes.
Hello, my name isJason Akatiff
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Which brief best follows this approach?
Recording