--- title: "AI rankings by model type: language, vision, music and retrieval · Undominated.ai" canonical: https://undominated.ai/rankings/ description: "Explore separate AI leaderboards with source dates, confidence intervals and downloadable evidence. Compare language, image, video, music and reranking models." --- # AI rankings by model type: language, vision, music and retrieval · Undominated.ai > Explore separate AI leaderboards with source dates, confidence intervals and downloadable evidence. Compare language, image, video, music and reranking models. Choose the task. Inspect the evidence. # AI rankings by model type Language, vision, music and retrieval need different measurements. Each board below keeps its own models, metric and source date. There is no combined “best AI” score. [Language models](#language-models)[Coding and agents](#coding-and-agents)[Search and documents](#search-and-documents)[Vision](#vision)[Images](#images)[Video](#video)[Music](#music)[Rerankers](#rerankers) [Embeddings](#embeddings) [Speech and audio](#speech-and-audio) [Scores and prices](#prices) Source publication dates can be older than the retrieval date. “Checked” means the source was retrieved, not that it published a new measurement. ## Language models [Text Arena score · 419 benchmark entries Source 2026-10-28 Checked 2026-11-05 →](/rankings/arena-text/)[Text · style controlled Arena score · 419 benchmark entries Source 2026-10-28 Checked 2026-11-05 →](/rankings/arena-text-style-control/)[Text · factuality Arena score · 188 benchmark entries Source 2026-10-28 Checked 2026-11-05 →](/rankings/arena-text-factuality/) ## Coding and agents [Web development Arena score · 150 benchmark entries Source 2026-10-28 Checked 2026-11-05 →](/rankings/arena-webdev/)[Agent Arena IPS score · 58 benchmark entries Source 2026-11-04 Checked 2026-11-05 →](/rankings/arena-agent/)[Agents · bash reliability IPS score · 58 benchmark entries Source 2026-11-04 Checked 2026-11-05 →](/rankings/arena-agent-bash-reliability/)[Agents · bash recovery (historical) IPS score · 52 benchmark entries Source 2026-10-08 Checked 2026-11-05 →](/rankings/arena-agent-bash-recovery-steps/)[Agents · praise and complaints IPS score · 58 benchmark entries Source 2026-11-04 Checked 2026-11-05 →](/rankings/arena-agent-praise-complaint/)[Agents · steerability IPS score · 58 benchmark entries Source 2026-11-04 Checked 2026-11-05 →](/rankings/arena-agent-steerability/)[Agents · explicit task outcomes IPS score · 58 benchmark entries Source 2026-11-04 Checked 2026-11-05 →](/rankings/arena-agent-task-outcome-explicit/)[Agents · tool hallucination signal IPS score · 58 benchmark entries Source 2026-11-04 Checked 2026-11-05 →](/rankings/arena-agent-tool-hallucination/) ## Search and documents [Search Arena score · 42 benchmark entries Source 2026-10-13 Checked 2026-11-05 →](/rankings/arena-search/)[Search · style controlled Arena score · 42 benchmark entries Source 2026-10-13 Checked 2026-11-05 →](/rankings/arena-search-style-control/)[Search · factuality Arena score · 40 benchmark entries Source 2026-10-13 Checked 2026-11-05 →](/rankings/arena-search-factuality/)[Documents Arena score · 44 benchmark entries Source 2026-09-13 Checked 2026-11-05 →](/rankings/arena-document/)[Documents · style controlled Arena score · 44 benchmark entries Source 2026-09-13 Checked 2026-11-05 →](/rankings/arena-document-style-control/) ## Vision [Vision Arena score · 167 benchmark entries Source 2026-10-19 Checked 2026-11-05 →](/rankings/arena-vision/)[Vision · style controlled Arena score · 167 benchmark entries Source 2026-10-19 Checked 2026-11-05 →](/rankings/arena-vision-style-control/) ## Images [Text to image Arena score · 84 benchmark entries Source 2026-11-04 Checked 2026-11-05 →](/rankings/arena-text-to-image/)[Image editing Arena score · 63 benchmark entries Source 2026-11-04 Checked 2026-11-05 →](/rankings/arena-image-edit/) ## Video [Text to video Arena score · 48 benchmark entries Source 2026-09-22 Checked 2026-11-05 →](/rankings/arena-text-to-video/)[Image to video Arena score · 48 benchmark entries Source 2026-09-22 Checked 2026-11-05 →](/rankings/arena-image-to-video/)[Video editing Arena score · 10 benchmark entries Source 2026-08-27 Checked 2026-11-05 →](/rankings/arena-video-edit/) ## Music [Music · vocals Music Arena score · 9 benchmark entries Source 2026-07-31 Checked 2026-11-05 →](/rankings/music-vocal/)[Music · instrumental Music Arena score · 15 benchmark entries Source 2026-07-31 Checked 2026-11-05 →](/rankings/music-instrumental/) ## Rerankers [Reranking · Computer science nDCG@10 × 100 · 8 benchmark entries Source date not supplied Checked 2026-11-05 →](/rankings/reranking-computerscience/)[Reranking · Energy nDCG@10 × 100 · 8 benchmark entries Source date not supplied Checked 2026-11-05 →](/rankings/reranking-energy/)[Reranking · Finance (English documents) nDCG@10 × 100 · 8 benchmark entries Source date not supplied Checked 2026-11-05 →](/rankings/reranking-financeen/)[Reranking · Finance (French documents) nDCG@10 × 100 · 8 benchmark entries Source date not supplied Checked 2026-11-05 →](/rankings/reranking-financefr/)[Reranking · Human resources nDCG@10 × 100 · 8 benchmark entries Source date not supplied Checked 2026-11-05 →](/rankings/reranking-hr/)[Reranking · Industry nDCG@10 × 100 · 8 benchmark entries Source date not supplied Checked 2026-11-05 →](/rankings/reranking-industrial/)[Reranking · Nuclear nDCG@10 × 100 · 8 benchmark entries Source date not supplied Checked 2026-11-05 →](/rankings/reranking-nuclear/)[Reranking · Pharmaceuticals nDCG@10 × 100 · 8 benchmark entries Source date not supplied Checked 2026-11-05 →](/rankings/reranking-pharmaceuticals/)[Reranking · Physics nDCG@10 × 100 · 8 benchmark entries Source date not supplied Checked 2026-11-05 →](/rankings/reranking-physics/)[Reranking · Telecom nDCG@10 × 100 · 8 benchmark entries Source date not supplied Checked 2026-11-05 →](/rankings/reranking-telecom/) ## Embeddings The embedding comparison uses the accepted MTEB (English, v2) task set. Complete benchmark coverage and partial results remain distinguishable; unmeasured tasks are never counted as zero. [Explore embedding rankings and prices →](/embeddings/) ## Speech and audio Official boards are available. Their scores are not yet imported here because a reusable result snapshot has not been verified. ### Speech recognition Word error rate; lower is better. Read the current results on the official versioned board. Compare the same language and test sets; these scores are not imported into Undominated. [Open Hugging Face Open ASR Leaderboard ↗](https://huggingface.co/spaces/hf-audio/open_asr_leaderboard) ### Speech generation Speech intelligibility, voice similarity and speed. Read the current results on the official board. These objective metrics measure different properties; they are not a single human preference score. Scores are not imported here. [Open Hugging Face Open TTS Leaderboard ↗](https://huggingface.co/spaces/hf-audio/open_tts_leaderboard) ## Compare scores and prices Benchmark coverage and purchasable API coverage differ. These comparison pages match available measurements with source-backed prices. [Explore language-model task rankings and Design Arena results →](/best/) ### [Language models and task rankings →](/) Capability, uncertainty, provider offers and workload prices. 434 entries · catalogue 2026-11-05 ### [Image models →](/images/) Independent scores alongside available prices and their conditions. 90 entries · catalogue 2026-11-05 ### [Video models →](/video/) Independent scores alongside available prices and their conditions. 61 entries · catalogue 2026-11-05 ### [Embedding models →](/embeddings/) Independent scores alongside available prices and their conditions. 57 entries · catalogue 2026-11-05 ## Read a rank carefully Where confidence bounds are published, ranks count models whose intervals clearly exceed another model’s interval. Where bounds are absent, ranks order point estimates only. A missing score is never zero. [Read the benchmark guide →](/benchmarks/) [Download the ranking index →](/data/rankings/index.json) ## Continue your investigation - [Understand the measurements](/benchmarks/) - [Compare task performance](/best/) - [Compare embedding models](/embeddings/) - [Inspect ranking rules](/methodology/)