Procedural Generation With AI

TL;DR

• AI can generate levels, terrain, quests, and dialogue. Output is often creative but not immediately playable.
• Your job: curate, tune, and integrate. AI is a content multiplier, not a replacement for design judgment.
• Use AI for inspiration and first drafts. You own: balance, pacing, and "does this actually fun?"

Procedural generation has been in games for decades. Rogue-likes, Minecraft, No Man's Sky. AI adds a new flavor: it can generate from natural language, adapt to context, and produce surprising combinations. It also produces a lot of garbage. Your job is to filter and refine.

What AI Can Generate

• Level geometry. Terrain, rooms, corridors. AI can produce meshes or tile maps. Playability varies.
• Quest and narrative content. Objectives, dialogue, branching. AI writes; you ensure coherence and pacing.
• World-building. Lore, item descriptions, NPC backstories. Good for ambient flavor.
• Loot tables and balancing. AI can suggest distributions. You verify they don't break the economy.
• Variety at scale. Hundreds of weapon names, enemy variants. AI excels at combinatorial creativity.

What AI Gets Wrong

• Game balance. AI doesn't play. It doesn't feel when something is too easy or too hard. You tune.
• Pacing. Level flow, difficulty curves. AI optimizes for "interesting," not "fun." You decide.
• Technical constraints. Poly count, draw calls, memory. AI generates; you optimize for your engine.
• Consistency. Same world, same tone. AI can drift. You enforce style guides.
• Edge cases. What if the player does X? AI generates for the happy path. You handle the weird paths.

Integration Patterns

1. Offline generation. AI generates content in the editor or pipeline. You review, curate, and ship approved content. Safest.
2. Runtime with gates. AI generates at runtime. You add quality checks, fallbacks, and human-approved templates. Medium risk.
3. Player-facing generation. Endless worlds, infinite dialogue. Highest risk. Needs heavy curation and testing.

Start with offline. Move to runtime when you have confidence.

The Curation Workflow

1. Generate a batch. Levels, quests, or items. Don't expect gold.
2. Review and filter. Keep the good, discard the rest. Maybe 10–30% is usable.
3. Tune and iterate. Adjust difficulty, pacing, aesthetics. Human judgment.
4. Validate in-game. Play it. Does it feel right? AI can't do that.

Do This Next

1. Run one procedural gen experiment. Generate 10 levels (or quests, or items) with AI. Play through them. What % would you ship? That's your "AI content quality" baseline.
2. Define a style guide for AI-generated content: tone, constraints, must-haves. Use it in prompts. Consistency improves output.