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Why single embeddings fail for video — and what to do instead.
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Product
Ingest & Store
Feature Extractors
Typed pipelines for faces, scenes, transcripts, OCR, fingerprints.
Vector Store (MVS)
Mixpeek Vector Store: horizontally scaled, feature-aware indexes.
Retrieve & Analyze
Retrievers
Compose multi-stage search in <100ms:filter, join, rerank.
Clusters
Group scenes, faces or objects by similarity with Thompson sampling.
Taxonomies
Encode your domain as versioned ontologies enforced at query time.
Solutions
By Industry
Advertising
Talent search, brand safety, creative analytics.
Entertainment
Scene search, recommendation, archive access.
E-Commerce
Visual search, PDP enrichment, catalog QA.
Education
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 →
Resources
Build
Documentation
API reference, SDKs, recipes, and architecture guides.
Blog
Launches, deep dives, and field notes from our engineers.
Models
Browse supported HuggingFace models by task and modality.
Showcase
See what teams are building with Mixpeek.
Changelog
Latest releases, fixes, and improvements.
Education
Multimodal University
Fundamentals of multimodal retrieval, modules + certs.
Data Glossary
Every term you need:embeddings to re-rankers.
Video Library
Talks, demos, and customer sessions on demand.
Comparisons
Mixpeek vs. Pinecone, Weaviate, Twelve Labs, more.
About
Company
Mission, team, and the multimodal vision.
Careers
We're hiring across research, infra, and design.
Contact
Talk to sales, support, or press.
Pilot Program
White-glove 30-day production pilot for new customers.
Integrations
Pricing
Sign in
Request Demo
Back to Videos
Why Product Search Is Harder Than You Think
0:60
Short Form
Ethan
November 14, 2025
short-form
About this video