# Games & entertainment AI use cases

110 use cases, sorted by grade and score.

- [verticals](/verticals/)
- [Minecraft chat moderation plugin blocks harassment and grooming — Grade S, score 5.76](/use-cases/minecraft-chat-moderation-plugin-blocks-harassment-and-grooming/)
- [Detect toxic voice-chat transcripts for review — Grade S, score 5.6](/use-cases/detect-toxic-voice-chat-transcripts-for-review/)
- [Pitch deck email triage at production company — Grade S, score 4.82](/use-cases/pitch-deck-email-triage-at-production-company/)
- [Detect product placement conflicts — Grade S, score 4.35](/use-cases/detect-product-placement-conflicts/)
- [Player intent in support chat for game store — Grade A, score 5.19](/use-cases/player-intent-in-support-chat-for-game-store/)
- [Esports match comment hype detection for highlight clipping — Grade A, score 4.91](/use-cases/esports-match-comment-hype-detection-for-highlight-clipping/)
- [Rights risk check for archival footage log lines — Grade A, score 4.77](/use-cases/rights-risk-check-for-archival-footage-log-lines/)
- [Classify lyric lines for explicit content — Grade A, score 4.73](/use-cases/classify-lyric-lines-for-explicit-content/)
- [Dub/subtitle line register triage — Grade A, score 4.56](/use-cases/dub-subtitle-line-register-triage/)
- [Bug report triage for live game — Grade A, score 4.52](/use-cases/bug-report-triage-for-live-game/)
- [Fan DM sorting for touring artist — Grade A, score 4.52](/use-cases/fan-dm-sorting-for-touring-artist/)
- [Playable ad interactive element scoring — Grade A, score 4.48](/use-cases/playable-ad-interactive-element-scoring/)
- [Cover-song clearance triage — Grade A, score 4.46](/use-cases/cover-song-clearance-triage/)
- [Detect pay-to-win complaints in reviews — Grade A, score 4.38](/use-cases/detect-pay-to-win-complaints-in-reviews/)
- [Script scene tagger for production breakdown — Grade A, score 4.25](/use-cases/script-scene-tagger-for-production-breakdown/)
- [Cheat forum post identification — Grade A, score 4.23](/use-cases/cheat-forum-post-identification/)
- [Dailies reviewer comment categorisation — Grade A, score 4.18](/use-cases/dailies-reviewer-comment-categorisation/)
- [Asset naming and tagging for art pipeline — Grade A, score 4.09](/use-cases/asset-naming-and-tagging-for-art-pipeline/)
- [Classify playtest survey free-text — Grade A, score 4.09](/use-cases/classify-playtest-survey-free-text/)
- [Detect filler-heavy takes before editor opens them — Grade A, score 4.05](/use-cases/detect-filler-heavy-takes-before-editor-opens-them/)
- [Detect stream clips of game exploits — Grade A, score 3.93](/use-cases/detect-stream-clips-of-game-exploits/)
- [NPC dialogue line safety check before shipping — Grade A, score 3.9](/use-cases/npc-dialogue-line-safety-check-before-shipping/)
- [Playlist pitching triage for submitted tracks — Grade A, score 3.81](/use-cases/playlist-pitching-triage-for-submitted-tracks/)
- [TV series bible continuity check pair — Grade A, score 3.74](/use-cases/tv-series-bible-continuity-check-pair/)
- [Quest text localization risk triage — Grade A, score 3.7](/use-cases/quest-text-localization-risk-triage/)
- [Casting self-tape metadata to role fit — Grade A, score 3.67](/use-cases/casting-self-tape-metadata-to-role-fit/)
- [Script coverage triage of submitted loglines — Grade A, score 3.67](/use-cases/script-coverage-triage-of-submitted-loglines/)
- [Level design playtest recording voice notes triage — Grade A, score 3.48](/use-cases/level-design-playtest-recording-voice-notes-triage/)
- [Modding forum post to bug vs feature request — Grade A, score 3.44](/use-cases/modding-forum-post-to-bug-vs-feature-request/)
- [Choose music bed mood tags for each scene — Grade A, score 3.43](/use-cases/choose-music-bed-mood-tags-for-each-scene/)
- [Live set mood transitions check for DJ crate — Grade A, score 3.38](/use-cases/live-set-mood-transitions-check-for-dj-crate/)
- [Game levels generated in real time — Grade B, score 4.03](/use-cases/game-levels-generated-in-real-time/)
- [clash-jev — Grade B, score 3.5](/use-cases/clash-jev/)
- [Detect continuity risk lines in editor notes — Grade C, score 3.82](/use-cases/detect-continuity-risk-lines-in-editor-notes/)
- [Minecraft chat moderation plugin for Paper 1.21 — Grade C, score 3.66](/use-cases/minecraft-chat-moderation-plugin-for-paper-1-21/)
- [Detect sensitive content for rating pre-pass — Grade C, score 3.61](/use-cases/detect-sensitive-content-for-rating-pre-pass/)
- [Producer feedback comment to mix action category — Grade C, score 3.29](/use-cases/producer-feedback-comment-to-mix-action-category/)
- [Run-of-show note conflict checker — Grade C, score 3.27](/use-cases/run-of-show-note-conflict-checker/)
- [Classify rough cut scene transcript for pacing — Grade C, score 3.24](/use-cases/classify-rough-cut-scene-transcript-for-pacing/)
- [Writers room draft line tone consistency per character — Grade C, score 3.23](/use-cases/writers-room-draft-line-tone-consistency-per-character/)
- [A Minecraft bot that builds and fights — Grade C, score 3.22](/use-cases/a-minecraft-bot-that-builds-and-fights/)
- [Festival submission category match — Grade C, score 3.22](/use-cases/festival-submission-category-match/)
- [Writers room note triage — Grade C, score 2.98](/use-cases/writers-room-note-triage/)
- [Sort sample library by described vibe — Grade C, score 2.87](/use-cases/sort-sample-library-by-described-vibe/)
- [San Francisco rebuilt in Unreal, run by Jev — Grade C, score 2.82](/use-cases/san-francisco-rebuilt-in-unreal-run-by-jev/)
- [Kiru Hai Coach — Grade C, score 2.62](/use-cases/kiru-hai-coach/)
- [A leveling agent that gets cheaper as it runs — Grade C, score 2.52](/use-cases/a-leveling-agent-that-gets-cheaper-as-it-runs/)
- [1v1 Jev — Quickscope Arena — Grade C, score 2.51](/use-cases/1v1-jev-quickscope-arena/)
- [Setlist song request from crowd text wall — Grade C, score 2.5](/use-cases/setlist-song-request-from-crowd-text-wall/)
- [An endless web game collecting glasses — Grade C, score 2.45](/use-cases/an-endless-web-game-collecting-glasses/)
- [Interactive 3D Rubik's cube with solver and coaching — Grade C, score 2.35](/use-cases/interactive-3d-rubik-s-cube-with-solver-and-coaching/)
- [live-jev — Grade C, score 2.32](/use-cases/live-jev/)
- [JevPokerBench — Grade C, score 2.19](/use-cases/jevpokerbench/)
- [Mario Never Dies — Grade C, score 2.15](/use-cases/mario-never-dies/)
- [JevMinesweeper — Grade C, score 1.88](/use-cases/jevminesweeper/)
- [Play Heist, Chess, and Minesweeper against an AI — Grade C, score 1.78](/use-cases/play-heist-chess-and-minesweeper-against-an-ai/)
- [Friendly Fire Isometric Survival Game with AI Companion — Grade C, score 1.76](/use-cases/friendly-fire-isometric-survival-game-with-ai-companion/)
- [AI Reads Pokémon FireRed RAM to Walk the World — Grade C, score 1.68](/use-cases/ai-reads-pok-mon-firered-ram-to-walk-the-world/)
- [Bluff Card Game with AI Opponents — Grade C, score 1.67](/use-cases/bluff-card-game-with-ai-opponents/)
- [Laya plays Flappy Bird on a CPU — Grade C, score 1.65](/use-cases/laya-plays-flappy-bird-on-a-cpu/)
- [Jev plays Subway Surfers — Grade C, score 1.63](/use-cases/jev-plays-subway-surfers/)
- [Jev plays Puyo Puyo — Grade C, score 1.61](/use-cases/jev-plays-puyo-puyo/)
- [Shareable results in the Jev chess app — Grade C, score 1.45](/use-cases/shareable-results-in-the-jev-chess-app/)
- [hermes-and-jev-play-minecraft — Grade C, score 1.41](/use-cases/hermes-and-jev-play-minecraft/)
- [Jev plays chess — Grade C, score 1.26](/use-cases/jev-plays-chess/)
- [Mario 1-1, with the round trip measured — Grade C, score 1.25](/use-cases/mario-1-1-with-the-round-trip-measured/)
- [Jev plays Pokémon — Grade C, score 1.22](/use-cases/jev-plays-pok-mon/)
- [jev-piano — Grade C, score 1.22](/use-cases/jev-piano/)
- [Jev plays Tetris — Grade C, score 1.2](/use-cases/jev-plays-tetris/)
- [In search of a 'proper' BGG ranking algorithm : r/boardgames - Reddit — Grade C, score 1.11](/use-cases/in-search-of-a-proper-bgg-ranking-algorithm-r-boardgames-reddit/)
- [Jev plays Slay the Spire 2 — Grade C, score 1.11](/use-cases/jev-plays-slay-the-spire-2/)
- [A Monument Valley-style game — Grade C, score 1.05](/use-cases/a-monument-valley-style-game/)
- [Snake, four ways — Grade C, score 0.99](/use-cases/snake-four-ways/)
- [Fighter jets flown by Jev agents — Grade C, score 0.96](/use-cases/fighter-jets-flown-by-jev-agents/)
- [Chess, once free and once filtered — Grade C, score 0.93](/use-cases/chess-once-free-and-once-filtered/)
- [jevs-fly — Grade C, score 0.92](/use-cases/jevs-fly/)
- [Beating the Ender Dragon in Minecraft — Grade C, score 0.82](/use-cases/beating-the-ender-dragon-in-minecraft/)
- [Using Google's PageRank Algorithm to Rank Teams : r/nfl - Reddit — Grade C, score 0.74](/use-cases/using-google-s-pagerank-algorithm-to-rank-teams-r-nfl-reddit/)
- [Laya beats cloud Jev at Tetris — Grade C, score 0.71](/use-cases/laya-beats-cloud-jev-at-tetris/)
- [Play chess against Jev — Grade C, score 0.7](/use-cases/play-chess-against-jev/)
- [Jev and Laya play chess instead of benchmarks — Grade C, score 0.68](/use-cases/jev-and-laya-play-chess-instead-of-benchmarks/)
- [Jev plays Smash Bros. against itself — Grade C, score 0.57](/use-cases/jev-plays-smash-bros-against-itself/)
- [Local Laya beats cloud Jev at Tetris — Grade C, score 0.44](/use-cases/local-laya-beats-cloud-jev-at-tetris/)
- [TypeSafe Mario — Grade C, score 0.43](/use-cases/typesafe-mario/)
- [minecraft-agent — Grade X, score 3.89](/use-cases/minecraft-agent/)
- [game-coach — Grade X, score 3.48](/use-cases/game-coach/)
- [Real-time agent battles in games — Grade X, score 3.18](/use-cases/real-time-agent-battles-in-games/)
- [Real-time AI harness plays Overcooked — Grade X, score 2.94](/use-cases/real-time-ai-harness-plays-overcooked/)
- [Both hands on a piano, in real time — Grade X, score 2.83](/use-cases/both-hands-on-a-piano-in-real-time/)
- [A 3D character that reacts while you talk — Grade X, score 2.58](/use-cases/a-3d-character-that-reacts-while-you-talk/)
- [Tetris with Jev — Grade X, score 2.47](/use-cases/tetris-with-jev/)
- [Chef Jev AI agent plays Overcooked in real time — Grade X, score 2.46](/use-cases/chef-jev-ai-agent-plays-overcooked-in-real-time/)
- [Algorithm to rank movies based on rating and quantity of reviews : r ... — Grade X, score 2.44](/use-cases/algorithm-to-rank-movies-based-on-rating-and-quantity-of-reviews-r/)
- [Jev plays Super Mario Bros. — Grade X, score 2.36](/use-cases/jev-plays-super-mario-bros/)
- [Jev on a movie recommender — Grade X, score 2.04](/use-cases/jev-on-a-movie-recommender/)
- [OpenDecision — Grade X, score 1.76](/use-cases/opendecision/)
- [An algorithm for ranking players : r/heroesofthestorm - Reddit — Grade X, score 1.48](/use-cases/an-algorithm-for-ranking-players-r-heroesofthestorm-reddit/)
- [AI plays Pokémon FireRed with human-like movement and battles — Grade X, score 1.33](/use-cases/ai-plays-pok-mon-firered-with-human-like-movement-and-battles/)
- [Write a rule and watch residents find loopholes — Grade X, score 1.29](/use-cases/write-a-rule-and-watch-residents-find-loopholes/)
- [JevTown — Grade X, score 1.19](/use-cases/jevtown/)
- [laya-vs-jev-arena — Grade X, score 1.12](/use-cases/laya-vs-jev-arena/)
- [Jev vs the LLMs: Tetris — Grade X, score 0.93](/use-cases/jev-vs-the-llms-tetris/)
- [Jev and Laya control Flappy Bird — Grade X, score 0.83](/use-cases/jev-and-laya-control-flappy-bird/)
- [Can Jev steer music? — Grade X, score 0.8](/use-cases/can-jev-steer-music/)
- [Jev plays Pokémon Showdown — Grade X, score 0.77](/use-cases/jev-plays-pok-mon-showdown/)
- [An ultra-fast futsal simulator — Grade X, score 0.73](/use-cases/an-ultra-fast-futsal-simulator/)
- [Two bots playing 2048 and Flappy Bird — Grade X, score 0.66](/use-cases/two-bots-playing-2048-and-flappy-bird/)
- [Jev vs. Laya, over chess — Grade X, score 0.6](/use-cases/jev-vs-laya-over-chess/)
- [A Nintendo DS game built with Jev — Grade X, score 0.54](/use-cases/a-nintendo-ds-game-built-with-jev/)
- [T-Rex Run: local MLX Laya vs. cloud Jev — Grade X, score 0.43](/use-cases/t-rex-run-local-mlx-laya-vs-cloud-jev/)