# Creative & industry AI use cases

115 use cases, sorted by grade and score.

- [functions](/functions/)
- [Grid operator log scan for anomalies — Grade S, score 5.22](/use-cases/grid-operator-log-scan-for-anomalies/)
- [Day-of attendee message triage via chat app — Grade S, score 5.05](/use-cases/day-of-attendee-message-triage-via-chat-app/)
- [Pitch deck email triage at production company — Grade S, score 4.82](/use-cases/pitch-deck-email-triage-at-production-company/)
- [Travel advisory alert relevance — Grade A, score 5.25](/use-cases/travel-advisory-alert-relevance/)
- [Crowd noise sentiment from live social posts at festival — Grade A, score 5.19](/use-cases/crowd-noise-sentiment-from-live-social-posts-at-festival/)
- [Inspection photo caption to pass/fail hint — Grade A, score 4.33](/use-cases/inspection-photo-caption-to-pass-fail-hint/)
- [Drone image captions to field action — Grade A, score 4.29](/use-cases/drone-image-captions-to-field-action/)
- [Script scene tagger for production breakdown — Grade A, score 4.25](/use-cases/script-scene-tagger-for-production-breakdown/)
- [Flag B-roll shot descriptions that match narration beats — Grade A, score 4.22](/use-cases/flag-b-roll-shot-descriptions-that-match-narration-beats/)
- [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/)
- [Quality assurance defect category — Grade A, score 4.08](/use-cases/quality-assurance-defect-category/)
- [Detect filler-heavy takes before editor opens them — Grade A, score 4.05](/use-cases/detect-filler-heavy-takes-before-editor-opens-them/)
- [Utility incentive program eligibility prescreen — Grade A, score 3.98](/use-cases/utility-incentive-program-eligibility-prescreen/)
- [Scouting note severity from field app — Grade A, score 3.92](/use-cases/scouting-note-severity-from-field-app/)
- [NPC dialogue line safety check before shipping — Grade A, score 3.9](/use-cases/npc-dialogue-line-safety-check-before-shipping/)
- [Process drift in free-text production notes — Grade A, score 3.87](/use-cases/process-drift-in-free-text-production-notes/)
- [Playlist pitching triage for submitted tracks — Grade A, score 3.81](/use-cases/playlist-pitching-triage-for-submitted-tracks/)
- [Seed-supplier review summarization labelling — Grade A, score 3.74](/use-cases/seed-supplier-review-summarization-labelling/)
- [Quest text localization risk triage — Grade A, score 3.7](/use-cases/quest-text-localization-risk-triage/)
- [Solar installation permit comment classification — Grade A, score 3.7](/use-cases/solar-installation-permit-comment-classification/)
- [Grant opportunity relevance filter — Grade A, score 3.67](/use-cases/grant-opportunity-relevance-filter/)
- [Script coverage triage of submitted loglines — Grade A, score 3.67](/use-cases/script-coverage-triage-of-submitted-loglines/)
- [Pattern: moodboard image clustering by caption — Grade A, score 3.55](/use-cases/pattern-moodboard-image-clustering-by-caption/)
- [Classify Figma comments into design-system feedback — Grade A, score 3.49](/use-cases/classify-figma-comments-into-design-system-feedback/)
- [Level design playtest recording voice notes triage — Grade A, score 3.48](/use-cases/level-design-playtest-recording-voice-notes-triage/)
- [Print job brief completeness — Grade A, score 3.44](/use-cases/print-job-brief-completeness/)
- [Choose music bed mood tags for each scene — Grade A, score 3.43](/use-cases/choose-music-bed-mood-tags-for-each-scene/)
- [Accession email intake — Grade A, score 3.4](/use-cases/accession-email-intake/)
- [Live set mood transitions check for DJ crate — Grade A, score 3.38](/use-cases/live-set-mood-transitions-check-for-dj-crate/)
- [Event invitation personalization — Grade A, score 3.33](/use-cases/event-invitation-personalization/)
- [Operator comment on defect tag triage — Grade B, score 4.07](/use-cases/operator-comment-on-defect-tag-triage/)
- [Livestock vet message urgency — Grade B, score 4.06](/use-cases/livestock-vet-message-urgency/)
- [Game levels generated in real time — Grade B, score 4.03](/use-cases/game-levels-generated-in-real-time/)
- [Detect continuity risk lines in editor notes — Grade C, score 3.82](/use-cases/detect-continuity-risk-lines-in-editor-notes/)
- [Grant eligibility determination — Grade C, score 3.67](/use-cases/grant-eligibility-determination/)
- [Drawing note conflict detector — Grade C, score 3.61](/use-cases/drawing-note-conflict-detector/)
- [Event relevance for local sponsorship — Grade C, score 3.37](/use-cases/event-relevance-for-local-sponsorship/)
- [Producer feedback comment to mix action category — Grade C, score 3.29](/use-cases/producer-feedback-comment-to-mix-action-category/)
- [Print proofing comment categorization — Grade C, score 3.28](/use-cases/print-proofing-comment-categorization/)
- [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/)
- [Festival submission category match — Grade C, score 3.22](/use-cases/festival-submission-category-match/)
- [Charitable sponsorship link fit — Grade C, score 3.18](/use-cases/charitable-sponsorship-link-fit/)
- [Energy audit finding to measure mapping — Grade C, score 3.17](/use-cases/energy-audit-finding-to-measure-mapping/)
- [Naming layers in files audit — Grade C, score 3.16](/use-cases/naming-layers-in-files-audit/)
- [Vendor email intake for expos — Grade C, score 3.15](/use-cases/vendor-email-intake-for-expos/)
- [Digital exhibit item selector — Grade C, score 3.14](/use-cases/digital-exhibit-item-selector/)
- [Logo submission contest screening — Grade C, score 3.14](/use-cases/logo-submission-contest-screening/)
- [Speaker proposal pre-screen for conference — Grade C, score 3.04](/use-cases/speaker-proposal-pre-screen-for-conference/)
- [TypeEvacSafe — Grade C, score 3.04](/use-cases/typeevacsafe/)
- [Writers room note triage — Grade C, score 2.98](/use-cases/writers-room-note-triage/)
- [Itinerary pacing check — Grade C, score 2.94](/use-cases/itinerary-pacing-check/)
- [Sort sample library by described vibe — Grade C, score 2.87](/use-cases/sort-sample-library-by-described-vibe/)
- [Event feedback comment routing — Grade C, score 2.84](/use-cases/event-feedback-comment-routing/)
- [San Francisco rebuilt in Unreal, run by Jev — Grade C, score 2.82](/use-cases/san-francisco-rebuilt-in-unreal-run-by-jev/)
- [Conference talk Q&A summarizer filter — Grade C, score 2.7](/use-cases/conference-talk-q-a-summarizer-filter/)
- [Logo concept brief fit check — Grade C, score 2.69](/use-cases/logo-concept-brief-fit-check/)
- [Kiru Hai Coach — Grade C, score 2.62](/use-cases/kiru-hai-coach/)
- [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/)
- [Sort inspiration board images by style — Grade C, score 2.5](/use-cases/sort-inspiration-board-images-by-style/)
- [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/)
- [A 26-sheet plan set in 2.9 seconds — Grade C, score 2.33](/use-cases/a-26-sheet-plan-set-in-2-9-seconds/)
- [How Smart Tagging Automation Help Garment Factories Improve Quality Control and Delivery P — Grade C, score 2.32](/use-cases/how-smart-tagging-automation-help-garment-factories-improve-quality-co/)
- [live-jev — Grade C, score 2.32](/use-cases/live-jev/)
- [Mario Never Dies — Grade C, score 2.15](/use-cases/mario-never-dies/)
- [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/)
- [Jev plays Doom — Grade C, score 1.69](/use-cases/jev-plays-doom/)
- [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/)
- [Jev runs a city’s traffic — Grade C, score 1.54](/use-cases/jev-runs-a-city-s-traffic/)
- [Shareable results in the Jev chess app — Grade C, score 1.45](/use-cases/shareable-results-in-the-jev-chess-app/)
- [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/)
- [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/)
- [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/)
- [Jev Pong — Grade C, score 0.71](/use-cases/jev-pong/)
- [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/)
- [TypeSafe Mario — Grade C, score 0.43](/use-cases/typesafe-mario/)
- [game-coach — Grade X, score 3.48](/use-cases/game-coach/)
- [Framer AI component selection — Grade X, score 3.39](/use-cases/framer-ai-component-selection/)
- [Real-time agent battles in games — Grade X, score 3.18](/use-cases/real-time-agent-battles-in-games/)
- [Both hands on a piano, in real time — Grade X, score 2.83](/use-cases/both-hands-on-a-piano-in-real-time/)
- [Pick imagery for brochures from library — Grade X, score 2.61](/use-cases/pick-imagery-for-brochures-from-library/)
- [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/)
- [Jev plays Super Mario Bros. — Grade X, score 2.36](/use-cases/jev-plays-super-mario-bros/)
- [A visual reference finder — Grade X, score 2.27](/use-cases/a-visual-reference-finder/)
- [solar-mini4-jev — Grade X, score 1.92](/use-cases/solar-mini4-jev/)
- [A walkable 3D street view, classified by Jev — Grade X, score 1.68](/use-cases/a-walkable-3d-street-view-classified-by-jev/)
- [Nitpicky, zooming into AI images — Grade X, score 1.65](/use-cases/nitpicky-zooming-into-ai-images/)
- [Write a rule and watch residents find loopholes — Grade X, score 1.29](/use-cases/write-a-rule-and-watch-residents-find-loopholes/)
- [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/)
- [Jevinci — Grade X, score 0.79](/use-cases/jevinci/)
- [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/)
- [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/)