NEWMVS for embeddings. Managed for files. Both on object storage.Vectors or files. Pick a path.Start →

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Vector Store (MVS)

Bring your own vectors. Dense, sparse, and BM25 search on object storage.

Managed Indexing

Connect a bucket and auto-extract scenes, faces, OCR, transcripts, and embeddings.

Build

Compose multi-stage search in <100ms: filter, join, rerank.

Feature Extractors

Typed pipelines for faces, scenes, transcripts, OCR, fingerprints.

S3, GCS, R2, Mux, LangChain, MCP, and more. Connect your stack.

Generate and store embeddings from 50+ models, then search them.

By Industry

Map, search, and reuse the moments that perform. Plugs into iconik & Mux.

Talent search, brand safety, creative analytics.

Scene search, recommendation, archive access.

Visual search, PDP enrichment, catalog QA.

Lecture search, transcript Q&A, content safety.

View all solutions →

By Use Case

Face & Person Search

Find anyone across video libraries in milliseconds.

IP & Copyright Detection

Logos, songs, faces: one pipeline, one report.

Visual Taste & Recs

Scene-similarity ranked recommendations with RL.

Brand & Ad Safety

Pre-publish content screening at bid-time speeds.

View all use cases →

Build & evaluate

API reference, SDKs, recipes, and architecture guides.

Browse supported HuggingFace models by task and modality.

Mixpeek vs. Pinecone, Weaviate, Twelve Labs, more.

Media & data converters: no account, runs in your browser.

See what teams are building with Mixpeek.

Learn

Best-of comparisons: vector DBs, embedding models, moderation APIs.

Vendor-neutral deep dives on perception, retrieval, and embeddings.

Launches, deep dives, and field notes from our engineers.

Papers behind multimodal search (MUVERA, SAM 3, and more) explained.

Every term you need: embeddings to re-rankers.

Videos, diagrams & university →

Mission, team, and the multimodal vision.

We're hiring across research, infra, and design.

Talk to sales, support, or press.

45-min working session on your data: leave with a running notebook.

Sign in Request Demo Get started →

Text To Audio Models

Browse AI models for multimodal decomposition and recomposition pipelines: plug any model into your extractors.

470 models available

Run models on your own files, free Schedule Demo Read Documentation

Showing 457-470 of 470 models

Text To Audio

divakaivan/glaswegian_tts

34

2

transformers

Text To Audio

FunAudioLLM/InspireMusic-1.5B-24kHz

34

9

Text To Audio

wide-video/musicgen-small-v1.0.0

33

transformers.js

Text To Audio

Ademola265/HeartCodec-oss

33

2

Text To Audio

tharushaudana/mms-tts-sinhala-custom-vocab

33

transformers

Text To Audio

mlx-community/SoulX-Singer-4bit

33

mlx

Text To Audio

fav-kky/SpeechT5-base-cs-tts

33

transformers

Text To Audio

Vinpolar/Khala-MusicGeneration-v1.0-MPS

33

Text To Audio

Somali-tts/somali_tts_model

32

transformers

Text To Audio

K-Hooshanfar/speecht5_tts_fa_kh

32

transformers

Text To Audio

andre-coy/speecht5_tts_tandt

30

transformers

Text To Audio

forkjoin-ai/qwen3-tts-12hz-0.6b-customvoice

29

transformers

Text To Audio

Aumkeshchy2003/speecht5_finetuned_AumkeshChy_italian_tts

29

transformers

Text To Audio

cmp-nct/acestep-v15-turbo

29

transformers

...

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Retrievers

What's new in models

Jun 22, 2026200+ model pages and new retrieval deep-divesExpanded the model catalog with enriched pages (architecture, benchmarks, Mixpeek SDK examples, and pipeline pairings) across embedding, vision-language, video, audio, OCR, and reranking models: plus new vendor-neutral guides on Matryoshka embeddings, reasoning rerankers, and retrieval feedback loops.