Semantic Multimodal Search
Unified semantic search across all content types. Query by natural language and retrieve relevant video clips, images, audio segments, and documents based on meaning-not keywords or manual tags.
"Find product demo videos with customer testimonials from Q4 2024"
Why This Matters
The foundation for all retrieval workflows. Semantic understanding across any content type means you can search for concepts, not just exact matches.
import requestsAPI_URL = "https://api.mixpeek.com"headers = {"Authorization": "Bearer YOUR_API_KEY","X-Namespace": "your-namespace"}# Create collection with multimodal extractorcollection = requests.post(f"{API_URL}/v1/collections", headers=headers, json={"collection_name": "media_library","source": {"type": "bucket", "bucket_id": "my-bucket"},"feature_extractor": {"feature_extractor_name": "multimodal_extractor","version": "v1","input_mappings": {"video": "source_video"}}}).json()# Index content from object storagerequests.post(f"{API_URL}/v1/buckets/my-bucket/objects", headers=headers, json={"blobs": [{"property": "source_video", "url": "s3://bucket/video.mp4"}],"metadata": {"category": "demos"}})# Search semantically across all modalitiesresults = requests.post(f"{API_URL}/v1/retrievers/semantic-retriever/execute",headers=headers,json={"query": {"text": "product demo with customer testimonials"}}).json()for doc in results["documents"]:print(f"{doc['document_id']}: {doc['score']:.3f}")
Feature Extractors
Video Embedding
Generate vector embeddings for video content
Audio Transcription
Transcribe audio content to text
Retriever Stages
feature search
Search and filter documents by vector similarity using feature embeddings
attribute filter
Filter documents by metadata attribute values using boolean logic
limit
Truncate results to a maximum count with optional offset for pagination
Documentation
Use Cases Using This Recipe
Product Affordance Intelligence
Understand what products can do, not just what they look like
+35% improvement
Search relevance (NDCG)
E-commerce platforms, product catalog managers, and merchandising teams managing 100K+ SKU catalogs
Sports Highlights
Auto-generate highlight reels from full-length sports footage
24x faster
Highlight generation time
Sports broadcasters, media companies, and content teams processing 100+ hours of live footage weekly
Course Content Intelligence
Make every lecture moment searchable and actionable
80% reduction
Content discovery time
EdTech platforms, universities, and corporate L&D teams managing 1,000+ hours of educational content
AdTech Creative Intelligence
Understand what makes ad creatives perform before they run
99% faster
Creative approval speed
Ad networks, DSPs, creative agencies, and brand marketing teams managing 10K+ creative assets monthly
Epstein Files Intelligence
Search and analyze thousands of declassified legal documents
100% of corpus indexed
Document searchability
Investigative journalists, legal researchers, OSINT analysts, and public interest organizations working with large declassified document sets
Government Intelligence
Multimodal search and analysis for government document repositories
100% unified index
Cross-department search coverage
Government agencies, policy researchers, compliance teams, and public affairs professionals managing multi-department document repositories
Multimodal Lead Intelligence
Enrich leads with visual and behavioral signals from their content
+30% improvement
Lead scoring accuracy
B2B sales teams, demand gen marketers, and ABM platforms enriching 10K+ leads monthly
Asset Intelligence (DAM Auto-Labeling)
Auto-tag and organize digital assets with multimodal AI
95% reduction
Manual tagging effort
Creative teams, brand managers, and media companies managing 100K+ digital assets across DAM platforms
Talent Intelligence & Casting
Match talent to roles using multimodal portfolio analysis
75% reduction
Casting search time
Casting directors, talent agencies, and production companies managing 10K+ talent profiles
Creative Lineage & Storyboard Intelligence
Track creative evolution from concept to final cut
85% concept retention
Brief-to-final alignment
Creative directors, brand managers, and production teams managing multi-version creative workflows
Social Media Content Intelligence
Analyze and optimize social content performance with multimodal AI
+35% average improvement
Content engagement rate
Social media managers, content strategists, and brand teams publishing 100+ posts monthly across platforms
Earnings Call Signal Extraction
Extract predictive audio and text signals from earnings calls at scale
Text + audio + video (vs. text-only)
Feature modality coverage
Quantitative hedge funds, systematic trading desks, and fundamental research teams analyzing 500+ earnings events per quarter
AI-Powered Digital Asset Management
Search, organize, and enrich your media library with multimodal AI
80% faster search-to-find
Asset discovery time
Media companies, creative agencies, brand teams, and publishers managing libraries of 500K+ images, videos, and documents across production workflows
Visual Search for Retail
Bridge the gap between in-store inspiration and online purchase
+35% higher than text search
In-app visual search conversion
Omnichannel retailers, retail apps, and brands with physical and digital presence looking to connect in-store browsing with online purchasing
Video Analytics for Sports Broadcasting
Unlock play-by-play intelligence from broadcast footage at scale
Seconds instead of hours per clip
Moment discovery time
Sports broadcasters, league media teams, sports analytics companies, and OTT platforms managing multi-season video archives across multiple sports
Media Archive Face Search
Find every appearance of any person across your entire media archive
95%+ of appearances found vs. 30% with caption search
Person search completeness
News organizations, entertainment studios, photo agencies, and media archives managing millions of images and video assets featuring identifiable persons
AI Catalog Search for Marketplaces
Help buyers find exactly what they need across millions of multi-vendor listings
+40% over keyword baseline
Search relevance (NDCG@10)
Online marketplace operators, B2B procurement platforms, and multi-vendor catalog aggregators managing 1M+ listings from thousands of sellers with inconsistent product data
Semantic Search for Knowledge Bases
Find answers by meaning, not keywords, across your entire knowledge repository
85% of queries answered on first search vs. 40% baseline
First-search success rate
Knowledge management teams, internal documentation owners, customer support organizations, and EdTech platforms maintaining 10K+ articles, documents, and multimedia resources
Fashion Visual Product Discovery
Search for fashion by style, not just by name or brand
3x more products viewed per session
Product discovery engagement
Fashion e-commerce platforms, apparel retailers, and personal styling services managing catalogs of 100K+ products where visual style drives purchase decisions
AI-Powered Stock Media Search
Find the perfect stock asset by describing what you envision, not what keywords to try
+45% more purchases per search session
Search-to-license conversion rate
Stock media platforms, content licensing marketplaces, and enterprise media libraries serving creative professionals who need to find specific visual and audio assets quickly
Multimodal RAG
Retrieval-augmented generation that understands text, images, video, and audio
+26% over text-only RAG
Answer accuracy with multimodal context
AI engineering teams, product builders, and enterprise developers building RAG applications that need to reason over documents, images, video, and audio rather than text alone
Visual Product Search for Ecommerce
Let shoppers search your catalog with images instead of keywords
2.3x increase for visual search users
Search-to-purchase conversion
Ecommerce platforms, online marketplaces, fashion retailers, home goods stores, and any product catalog with 10K+ SKUs where visual discovery drives conversion
Brand Safety Verification
AI-powered brand safety scoring for ad placements and content partnerships
95% reduction in unsafe ad adjacency
Brand safety violation rate
Brand safety teams at agencies, DSPs, SSPs, ad networks, and brand marketers who need to verify that ad placements and content partnerships meet safety standards before spend is allocated
Media Archive Intelligence
Transform decades of media archives into searchable, monetizable assets
12x more content findable
Archive discoverability
Broadcasters, news organizations, film studios, music labels, and cultural institutions managing archives of 10,000+ hours of video, millions of photographs, or extensive audio collections
AI-Powered E-Discovery
Accelerate legal discovery across documents, emails, video, and audio evidence
83% lower cost per document
Review cost reduction
Law firms, corporate legal departments, litigation support providers, and e-discovery vendors processing 100,000+ documents per matter across civil litigation, regulatory investigations, and internal compliance reviews
Celebrity Likeness Detection
Pre-clear content for celebrity face matches before publication
94% recall on celebrity faces
Celebrity face recall
Ad agencies, social media teams, and content studios publishing video or image assets featuring recognizable individuals
Brand Logo Detection in Video
Scan video assets for unauthorized brand logos and trademarks
Detect logos across 3K+ brands
Brand coverage
Brand safety teams, ad agencies, and content distributors managing video libraries with potential trademark exposure
Video Content Compliance
Automated compliance pipeline for video before publication
2.1s per 30-second video
Processing speed
Content compliance teams, legal departments, and media operations managing pre-release screening workflows
Automated Rights Clearance
Replace manual IP clearance workflows with API-driven automation
90% reduction in review time
Review time reduction
Legal operations teams, rights clearance departments, and content licensing managers processing high volumes of clearance requests
Audio Copyright Detection
Identify copyrighted music, sound trademarks, and audio signatures in video content
Sub-second per track
Audio match latency
Content teams, ad agencies, and media companies publishing video content with embedded audio that may contain copyrighted music, sound effects, or trademarked audio signatures
IP & Copyright Detection
Catch logos and faces in one pre-publication pipeline
Face + logo in one pass
Detection coverage
Legal and compliance teams, ad agencies, content platforms, and media companies that need to clear video and image content for IP violations before publication
Visual Taste & Recommendations
Serve scene-similarity ranked recommendations that learn from every click
+35-55% vs. tag-based systems
Recommendation CTR
Streaming platforms, e-commerce companies, stock media libraries, and content marketplaces that want to recommend visually similar content based on what users actually engage with
Related Recipes & Resources
Explore these related resources to deepen your understanding and discover more powerful features
Video Embedding
Generate vector embeddings for video content
Audio Transcription
Transcribe audio content to text
Video Embedding
Dense vector representations of video content
Image Embedding
Dense vector representations of image content
Multimodal RAG
Retrieval-augmented generation across video, images, and text. Retrieve relevant multimodal context, then pass to your LLM with citations back to source timestamps and frames.
Semantic Join
Bridge extracted content features with business reference data. Join video clips to product catalogs, detected faces to employee directories, or documents to compliance frameworks-all via embedding similarity.