# Game AI Cases

> Game AI cases organised by role and development stage, with sources, tools, evidence and required human review.

Inclusion standards: Used in game production; no concepts, promotional copy or hypothetical promises. Sources required; numerical claims need original quotations. State the engine, tool stack, input and output. required human review.

## Cases
- [Generated 3D props for level blockouts](https://gameaicases.com/en/cases/prop-3d-blockout.md): Level designers use image-to-3D tools to make placeholder props quickly, giving blockout levels a spatial feel closer to the final game.
- [An agent checks design documents for logic gaps](https://gameaicases.com/en/cases/design-doc-review-agent.md): Before a review, a systems designer has an agent read the design document against a checklist, flagging undefined values, missing states and conflicts with existing systems.
- [An MCP agent checks prefab names and references](https://gameaicases.com/en/cases/unity-prefab-naming-check.md): Technical artists connect Claude Code to Unity MCP to scan new prefabs each night and report naming violations and missing references.
- [A repeatable ComfyUI pipeline for item icons](https://gameaicases.com/en/cases/comfyui-icon-pipeline.md): The art team locks item-icon styling into a ComfyUI workflow. Artists supply line art, substantially reducing per-icon time during production.
- [Automated localisation terminology checks](https://gameaicases.com/en/cases/loc-terminology-check.md): The localisation team uses an LLM to check multilingual text against a glossary, catching inconsistent terms and missing placeholders before submission.
- [AI placeholder voices for NPC prototypes](https://gameaicases.com/en/cases/npc-voice-prototype.md): During prototyping, speech synthesis provides temporary NPC voices to test narrative pacing. Human voice performances replace them for release.

## benchmark
- [3D props: ready for the production pipeline?](https://gameaicases.com/en/evals/3d-prop-generation-v0/): Three image-to-3D tools on six prop tasks: all work for blockouts, none is ready for production.

## Data
- [Cases JSON](https://gameaicases.com/en/data/cases.json)
- [Steam AI JSON](https://gameaicases.com/en/data/steam.json)
- [Inclusion standards](https://gameaicases.com/en/methodology/)

## Optional
- [Full text](https://gameaicases.com/en/llms-full.txt)