41 Recommendations · 14 Disciplines · 7 Engines

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THE AI NOISE

Find your best AI workflow opportunities. Honest, practical recommendations for your specific role and project. AI should augment what game developers do, not replace them.

Answer a few quick questions and get ranked recommendations with difficulty ratings, risks, and concrete next steps.

Start the Wizard Quick Scenarios
Created by HALP (Joe Halper) Last updated May 14, 2026
    Quick Look

    Pre-Built Scenarios

    Preset demos with pre-filled answers for common game types. Click one to see what the tool would recommend for that kind of project. No wizard, instant results.

    Browse All Recommendations

    38 recommendations across 14 disciplines. Filter by keyword, discipline, or risk level.

    Personalized Results

    Your Project

    Answer 6 quick questions about your role, engine, team size, and pain points. The tool scores all 41 recommendations against your answers and shows only what's relevant to you.

    Role Engine Team Phase Pain Categories
    STEP 1 OF 6 — YOUR ROLE
    What's your discipline?
    Select your discipline
    Which engine?
    Select your engine
    How big is your team?
    Select your team size
    What development phase?
    Select your development phase
    Top pain points? (up to 3)

    Morgan Stanley (Apr 2026): AI tools automating environments, dialogue, and testing could cut AAA development costs by ~44%. GDC 2026 survey: only 7% of devs say AI has had a positive industry impact so far. Your mileage will vary.

    Select up to 3 pain points, or choose "Not Sure"
    What AI categories interest you? (select all that apply)
    Select at least one category
    These results were shared with you. Try it with your own role and project.
    — You're viewing a pre-built demo. These results are based on a preset profile, not your actual role or project. To get personalized recommendations, run the wizard with your own answers.

    • Pick one recommendation to pilot first, ideally the lowest-difficulty one that addresses your biggest pain point
    • Read the caveats and risks before committing; share the card with your lead or team for a quick sanity check
    • Use the "Next Step" on each card as your literal to-do item this week
    • Revisit with different inputs as your project moves between phases
    Browse all 39 ›
    These are starting points, not guarantees. Every recommendation here treats AI as a tool that augments your team's expertise, not a substitute for it. Time estimates vary significantly. Verify against current sources before making production decisions.
    Quick Tip

    Matched Recommendations by Category

    How do you feel about AI in game dev?

    Anonymous, one vote per visitor — results are shared across everyone.