Mixpeek

Multimodal AI indexing infrastructureYour content library is invisible to AI.Mixpeek extracts what's actually inside your videos, images, and documents (scenes, faces, brands, speech, objects) and makes it searchable and available to AI agents. Production-ready in days.Get started freeView DocsOur team comes fromSee it in actionIAB Contextual ClassifierPaste a video URL. Get 700+ IAB category scores back instantly, brand safety, sentiment, and context.700+ categoriesTry it live Super Bowl Face SearchDrop in a headshot. See every Super Bowl ad they appeared in, across 63 commercials and 2,600+ faces.2,600+ facesTry it live Movie PersonalizationLike or dislike posters and watch the grid adapt to your taste instantly, powered by multimodal embeddings.Real-timeTry it live View all demos What teams build with MixpeekFrom raw files to production search in days, not months.Find any moment in any fileSearch video, audio, images, and documents with natural language. Results link back to the exact scene, page, or frame.Power AI agents with multimodal contextGive your LLM agents eyes and ears. Retrieve relevant video clips, image regions, and transcripts as structured context, in one API call.Surface patterns you'd never spot manuallyTaxonomies and clustering find which faces appear across ads, which topics repeat across documents, and which scenes are similar.API-first, deploy anywherePython SDK, REST API, or self-hosted. Power dashboards, agents, and apps with structured multimodal context.See Live Demos →Explore Recipes →Three lines to get startedInstall the SDK, point it at your data, and start searching. No infrastructure to manage.IngestSearchAgentVideoAudioImageDocument# pip install mixpeek from mixpeek import Mixpeek # Index video content and extract scenes, speech, and actions result = mp.index( "s3://content-library/videos/", collection="meetings" )|# Responsestatus: "indexing"objects: 847extracting: scenes, speech, facesHow Mixpeek Unlocks Your DataThree stages turn raw files into searchable intelligence. No manual tagging. No custom pipelines.ExtractEvery video, image, and document is automatically broken into searchable layers: transcripts, visual embeddings, scene descriptions, and detected entities. Nothing stays hidden.Browse ExtractorsDocsEnrichSearchPowered by RayDistributed at the coreMixpeek's processing engine is built on Ray, the open-source distributed compute framework used at OpenAI, Uber, and Cohere. Every pipeline runs as a Ray job, parallel, elastic, and fault-tolerant by default.Parallel by defaultEvery pipeline fans out across a Ray cluster. Videos, images, and documents process simultaneously, no queue bottlenecks.Elastic computeWorkers scale up under load and back down when idle. GPU or CPU, heterogeneous clusters just work.Fault-tolerantWorker failures are caught and retried automatically. Long-running batch jobs survive individual node crashes.Discover RayTrusted by teams solving real business problemsFrom compliance and governance to search and discovery, see how organizations unlock value from multimodal data at scale.Advertising & MediaAdTech platforms process millions of creative assets daily.90% faster creative analysisAutomated brand safety checksLearn more Media & EntertainmentMedia companies handle massive volumes of video content.Improve content discovery and monetizationDynamically tag video segmentsLearn more Sports Media & EntertainmentSports broadcasters, leagues, and media companies generate thousands of hours of footage every season.24x faster highlight turnaroundSearch decades of footage in secondsLearn more Retail & E-commerceRetail companies maintain massive asset libraries.Enable visual product searchAutomate product taggingLearn more Security & SurveillanceSecurity platforms process massive volumes of surveillance footage daily.85% faster security incident analysisAutomated suspicious activity alertsLearn more Healthcare & Life SciencesHealthcare organizations manage vast amounts of complex medical data daily.40% improved diagnostic efficiencyIntegrated multimodal patient analysisLearn more Learning & DevelopmentEdTech platforms and universities manage thousands of hours of video lectures, slides, and code examples.79% NDCG@10 retrieval accuracySearch across video, slides, and codeLearn more Manufacturing & Industrial OperationsManufacturing facilities generate massive amounts of operational data daily.45% reduction in workplace accidents60% decrease in defect ratesLearn more Legal & ComplianceLegal teams process vast amounts of diverse data during discovery and compliance monitoring.70% faster discovery process99%+ compliance achievementLearn more Dataset Engineering & ManagementEffective AI development hinges on high-quality, well-managed datasets.Accelerate dataset development cyclesImprove dataset quality, consistency, and auditabilityLearn more Real Estate & Property TechnologyReal estate platforms manage millions of property listings with photos, videos, floor plans, and documents.50% faster property matching for buyers80% reduction in listing creation timeLearn more Financial ServicesFinancial teams process thousands of 10-Ks, 10-Qs, earnings calls, and investor decks.94.2% table extraction accuracy96.3% numerical calculation accuracyLearn more Trade Compliance & Customs BrokerageCustoms brokers and trade compliance platforms process thousands of entries against a complex web of HTS codes, CBP rulings, and trade enforcement lists.20–30 minutes of classification research compressed to under 5 secondsFull landed duty stack including S301 Chapter 99 adders most tools missLearn more Intellectual Property & Content ComplianceContent teams publish thousands of assets daily across social, advertising, and streaming platforms.Catch IP violations before publication, not after takedown noticesReduce manual clearance review time by 90%Learn more Advertising & MediaAdTech platforms process millions of creative assets daily.90% faster creative analysisAutomated brand safety checksLearn more Media & EntertainmentMedia companies handle massive volumes of video content.Improve content discovery and monetizationDynamically tag video segmentsLearn more Sports Media & EntertainmentSports broadcasters, leagues, and media companies generate thousands of hours of footage every season.24x faster highlight turnaroundSearch decades of footage in secondsLearn more Retail & E-commerceRetail companies maintain massive asset libraries.Enable visual product searchAutomate product taggingLearn more Security & SurveillanceSecurity platforms process massive volumes of surveillance footage daily.85% faster security incident analysisAutomated suspicious activity alertsLearn more Healthcare & Life SciencesHealthcare organizations manage vast amounts of complex medical data daily.40% improved diagnostic efficiencyIntegrated multimodal patient analysisLearn more Learning & DevelopmentEdTech platforms and universities manage thousands of hours of video lectures, slides, and code examples.79% NDCG@10 retrieval accuracySearch across video, slides, and codeLearn more Manufacturing & Industrial OperationsManufacturing facilities generate massive amounts of operational data daily.45% reduction in workplace accidents60% decrease in defect ratesLearn more Legal & ComplianceLegal teams process vast amounts of diverse data during discovery and compliance monitoring.70% faster discovery process99%+ compliance achievementLearn more Dataset Engineering & ManagementEffective AI development hinges on high-quality, well-managed datasets.Accelerate dataset development cyclesImprove dataset quality, consistency, and auditabilityLearn more Real Estate & Property TechnologyReal estate platforms manage millions of property listings with photos, videos, floor plans, and documents.50% faster property matching for buyers80% reduction in listing creation timeLearn more Financial ServicesFinancial teams process thousands of 10-Ks, 10-Qs, earnings calls, and investor decks.94.2% table extraction accuracy96.3% numerical calculation accuracyLearn more Trade Compliance & Customs BrokerageCustoms brokers and trade compliance platforms process thousands of entries against a complex web of HTS codes, CBP rulings, and trade enforcement lists.20–30 minutes of classification research compressed to under 5 secondsFull landed duty stack including S301 Chapter 99 adders most tools missLearn more Intellectual Property & Content ComplianceContent teams publish thousands of assets daily across social, advertising, and streaming platforms.Catch IP violations before publication, not after takedown noticesReduce manual clearance review time by 90%Learn more Advertising & MediaAdTech platforms process millions of creative assets daily.90% faster creative analysisAutomated brand safety checksLearn more Media & EntertainmentMedia companies handle massive volumes of video content.Improve content discovery and monetizationDynamically tag video segmentsLearn more Sports Media & EntertainmentSports broadcasters, leagues, and media companies generate thousands of hours of footage every season.24x faster highlight turnaroundSearch decades of footage in secondsLearn more Retail & E-commerceRetail companies maintain massive asset libraries.Enable visual product searchAutomate product taggingLearn more Security & SurveillanceSecurity platforms process massive volumes of surveillance footage daily.85% faster security incident analysisAutomated suspicious activity alertsLearn more Healthcare & Life SciencesHealthcare organizations manage vast amounts of complex medical data daily.40% improved diagnostic efficiencyIntegrated multimodal patient analysisLearn more Learning & DevelopmentEdTech platforms and universities manage thousands of hours of video lectures, slides, and code examples.79% NDCG@10 retrieval accuracySearch across video, slides, and codeLearn more Manufacturing & Industrial OperationsManufacturing facilities generate massive amounts of operational data daily.45% reduction in workplace accidents60% decrease in defect ratesLearn more Legal & ComplianceLegal teams process vast amounts of diverse data during discovery and compliance monitoring.70% faster discovery process99%+ compliance achievementLearn more Dataset Engineering & ManagementEffective AI development hinges on high-quality, well-managed datasets.Accelerate dataset development cyclesImprove dataset quality, consistency, and auditabilityLearn more Real Estate & Property TechnologyReal estate platforms manage millions of property listings with photos, videos, floor plans, and documents.50% faster property matching for buyers80% reduction in listing creation timeLearn more Financial ServicesFinancial teams process thousands of 10-Ks, 10-Qs, earnings calls, and investor decks.94.2% table extraction accuracy96.3% numerical calculation accuracyLearn more Trade Compliance & Customs BrokerageCustoms brokers and trade compliance platforms process thousands of entries against a complex web of HTS codes, CBP rulings, and trade enforcement lists.20–30 minutes of classification research compressed to under 5 secondsFull landed duty stack including S301 Chapter 99 adders most tools missLearn more Intellectual Property & Content ComplianceContent teams publish thousands of assets daily across social, advertising, and streaming platforms.Catch IP violations before publication, not after takedown noticesReduce manual clearance review time by 90%Learn more View All Solutions Featured RecipesProduction-ready workflows combining extractors, retrievers, and enrichment for real-world use cases.FeaturedSemantic Multimodal SearchFind anything across video, image, audio, and documentsvideoimageaudio+1125KrunsExploreFeaturedMultimodal RAGLLMs that cite real clips, frames, and documentsvideoimagetext+167KrunsExploreFeaturedFeature ExtractionTurn raw media into structured intelligencevideoimageaudio+1142KrunsExploreFeaturedClustering & Theme DiscoveryReveal structure you didn't know existedvideoimagetext+154KrunsExploreExplore All RecipesExplore MixpeekDocsAPI reference & guidesUniversityFree learning modulesRecipesReady-to-use patternsLive DemosTry it in your browserLatest from the BlogTutorials, case studies, and product updates.IndustryThe Semantic JoinBetter search isn't about better embeddings, it's about semantic joins between extracted content and business taxonomies.EngineeringResearchColQwen2 + MUVERA: Multimodal Late Interaction Retrieval That Actually ScalesWe benchmarked every viable approach to multimodal document retrieval on financial tables (ViDoRe/TabFQuAD) and found a combination that hasn't been published before: ColQwen2 + MUVERA. It retains 99.4% of brute-force quality at a fraction of the cost, and obliterates OCR-based search. The Problem Late interaction models like ColBERT and ColPali represent documents as sets of vectors—one per token or image patch. At query time, every query token finds its best-matching document token (MaxSim/EngineeringIP SafetyWe Built a Pre-Publication IP Clearance Pipeline. Here's What We Learned.Every major IP enforcement tool finds violations after they're live. We built one that catches them before publication. Here's the architecture, the models, and what we learned.IndustryThe Semantic JoinBetter search isn't about better embeddings, it's about semantic joins between extracted content and business taxonomies.EngineeringResearchColQwen2 + MUVERA: Multimodal Late Interaction Retrieval That Actually ScalesWe benchmarked every viable approach to multimodal document retrieval on financial tables (ViDoRe/TabFQuAD) and found a combination that hasn't been published before: ColQwen2 + MUVERA. It retains 99.4% of brute-force quality at a fraction of the cost, and obliterates OCR-based search. The Problem Late interaction models like ColBERT and ColPali represent documents as sets of vectors—one per token or image patch. At query time, every query token finds its best-matching document token (MaxSim/EngineeringIP SafetyWe Built a Pre-Publication IP Clearance Pipeline. Here's What We Learned.Every major IP enforcement tool finds violations after they're live. We built one that catches them before publication. Here's the architecture, the models, and what we learned.IndustryThe Semantic JoinBetter search isn't about better embeddings, it's about semantic joins between extracted content and business taxonomies.EngineeringResearchColQwen2 + MUVERA: Multimodal Late Interaction Retrieval That Actually ScalesWe benchmarked every viable approach to multimodal document retrieval on financial tables (ViDoRe/TabFQuAD) and found a combination that hasn't been published before: ColQwen2 + MUVERA. It retains 99.4% of brute-force quality at a fraction of the cost, and obliterates OCR-based search. The Problem Late interaction models like ColBERT and ColPali represent documents as sets of vectors—one per token or image patch. At query time, every query token finds its best-matching document token (MaxSim/EngineeringIP SafetyWe Built a Pre-Publication IP Clearance Pipeline. Here's What We Learned.Every major IP enforcement tool finds violations after they're live. We built one that catches them before publication. Here's the architecture, the models, and what we learned.View all posts ChangelogWhat's NewUpdates across the API and Studio, tied to every commit.Full changelog APIMar 26, 2026fix: reject immutable fields on PATCH instead of silent successbeaa5cfAPIMar 26, 2026fix(canvas): remove ACL=public-read from deploy task, add customs appb6fbec3APIMar 26, 2026chore: clean up monitoring_config description63c733cAPIMar 26, 2026fix(engine): reduce audio_fingerprint_extractor to 1 actor / 1GB / 0.25 CPUfbfa085DocsAPIMar 26, 2026fix: read ENGINE_IMAGE_URI from K8s secret for batch jobs984124dFull changelog Frequently Asked QuestionsEverything you need to know about multimodal AI, video intelligence, and the Mixpeek platform.What is multimodal AI?How does video intelligence work?What is multimodal RAG?Can Mixpeek power AI agents?What is a multimodal embedding?What is video metadata generation?How is Mixpeek different from other multimodal AI platforms?What is content intelligence?Can Mixpeek be self-hosted or deployed on-premise?Ready to unlock hidden value?Stop treating multimodal data as a storage problem. Start treating it as an intelligence asset. Surface insights, automate workflows, and power faster decisions across your organization.Schedule a demoRead the docs --- Simple, Transparent PricingChoose the plan that fits your needs. Scale as you grow with our flexible pricing options.Free$0/monthGet started with basic features for personal or small projects.1,000 credits/month1 GB storage3 collections1 namespaceCommunity supportFree searches & retrievalsGet StartedMost PopularUsage-Based$0+ usagePay only for what you use. No base fee, no commitments.Platform Costs:Credits$0.001 eachVolume discountsup to 25% offSee full extractor pricing belowUp to 100 collectionsUp to 5 namespacesPriority supportFree searches & retrievalsWebhooks integrationGet StartedEnterpriseCustomCustom solutions for large-scale enterprise needs with volume discounts.Volume discountsDedicated infrastructureCustom SLADedicated support teamSecurity assessmentCustom integrationsOn-premise deployment optionTraining & onboardingQuarterly business reviewsContact SalesFeature Extractor PricingEach extractor is billed based on what it processes. Costs are measured in credits (1 credit = $0.001).Extractors are grouped by complexity tier. Higher-tier extractors involve more compute-intensive ML models.Multimodal ExtractorPREMIUMVideo, image, and text embedding via Vertex AI (1408D unified space)$0.05per minute of video50 credits$0.005per image5 credits$0.002per 1K text tokens2 creditsFace Identity ExtractorCOMPLEXFace detection (SCRFD) and recognition (ArcFace 512D embeddings)$0.005per image processed5 credits$0.005per face detected5 creditsWeb ScraperCOMPLEXPlaywright crawling with LLM-based content extraction$0.005per page crawled5 credits$0.001per code block embedded1 credit$0.002per image embedded2 creditsDocument Graph ExtractorMODERATEPDF layout understanding with optional VLM correction$0.005per page5 credits$0.02per VLM correction20 creditsCourse Content ExtractorMODERATEVideo decomposition into scenes, OCR, and transcription$0.02per minute of video20 credits$0.005per page5 credits$0.002per 1K tokens2 creditsText ExtractorSIMPLEText embedding via E5 (1024D)$0.001per 1K tokens1 creditImage ExtractorSIMPLEImage embedding via CLIP/SigLIP$0.002per image2 creditsSentiment ClassifierSIMPLEText sentiment classification$0.001per 1K tokens1 creditPassthrough ExtractorMINIMALStorage only, no ML processing$0.001per extraction1 creditHow credits work1 credit = $0.001Credits are deducted from your balance as extractors process data.Pay per unit processedEach extractor charges based on its input type: minutes of video, images, pages, tokens, etc.Composable pricingChain multiple extractors in a pipeline. You only pay for the extractors you use.Estimate Your Monthly CostDrag the sliders to estimate how many credits you'll need per month.Video (Multimodal)0 minutes (0 credits)01,000 minutesImages (Multimodal)0 images (0 credits)010,000 imagesText Embedding0 K tokens (0 credits)010,000 K tokensFace Identity0 images (0 credits)05,000 imagesPDF Documents0 pages (0 credits)010,000 pagesWeb Scraper0 pages (0 credits)05,000 pagesCourse Content0 minutes (0 credits)01,000 minutesEstimated Monthly CostTotal credits0Credit rate$0.001/creditMonthly total$0.00Get StartedMixpeek vs Building It YourselfSee what it takes to build multimodal processing infrastructure on your own.ComponentMixpeekDIY onAWSVideo/Image ProcessingIncludedLambda + MediaConvert + RekognitionEmbedding GenerationIncludedSageMaker + BedrockVector SearchIncludedOpenSearchStorage$2/GBS3 + data transferPipeline OrchestrationIncludedStep Functions + EventBridgeTime to ProductionMinutesMonths of engineeringOngoing MaintenanceManagedDedicated team requiredView detailed comparisonsFrequently Asked QuestionsHow does the credit system work?Each feature extractor charges credits based on what it processes, minutes of video, number of images, text tokens, document pages, etc. 1 credit = $0.001. Credits are deducted from your account balance as extractors run. You can monitor usage in real time from the dashboard.Why do different extractors cost different amounts?Extractors vary in computational complexity. Simple extractors like text embedding use lightweight models and cost as little as 1 credit per 1K tokens. Premium extractors like the multimodal extractor run GPU-intensive models for video segmentation, scene detection, and multi-modal embedding, costing 50 credits per minute of video.How does the usage-based pricing work?Our usage-based pricing is pure pay-as-you-go with no base fee. You pay only for the credits consumed by your extractors at $0.001 per credit. Volume discounts are available for larger usage. Your costs scale linearly with your actual needs.Are there any long-term commitments?No, our usage-based plan is billed monthly with no long-term commitments. You can upgrade, downgrade, or cancel at any time.What happens if I exceed my usage limits?There are no hard limits on the usage-based plan. You'll be billed for your actual usage. You can set spending caps and budgets in the dashboard to control costs.Can I chain multiple extractors in a pipeline?Yes, you can compose multiple extractors in a single collection pipeline. Each extractor is billed independently based on its own rates. For example, you could run the multimodal extractor and face identity extractor on the same video, you'd pay for each separately.Do you offer discounts for annual payments?We offer volume discounts based on credit usage: up to 10% off at 100K credits, up to 20% off at 500K, and up to 25% off at 1M+ credits. Contact sales for enterprise pricing. --- Building the infrastructure to index the worldWe're creating the foundation for a future where every piece of data-from images and videos to audio and text-is instantly searchable and accessible.Contact UsJoin Our TeamOur MissionWe're building a world where every piece of data, regardless of its format, can be understood, connected, and leveraged to drive innovation."The future of AI isn't just about text, but being able to reason across images, audio, video, and beyond. Our technology bridges these modalities to unlock new possibilities."Why Now?The explosion of unstructured data across all mediums creates an unprecedented need for intelligent processing and retrieval.Human-Generated MediaWe're in an era of unprecedented creative expression. Every day, billions of people create art, take photos, record videos, and draw diagrams. This explosion of human creativity demands sophisticated tools for organization and discovery.AI-Generated ContentThe AI revolution is transforming content creation. With tools like Stable Diffusion, DALL-E, and Midjourney generating millions of assets daily, businesses need robust systems to store, index, and leverage this content effectively.Device-Generated DataFrom surveillance systems to IoT sensors, devices are continuously generating rich media content. This automated content creation requires intelligent processing to extract meaningful insights and enable efficient retrieval.As this data explosion continues, traditional storage and retrieval methods fall short. Mixpeek bridges this gap, making unstructured data as queryable and useful as structured databases.Investors and AdvisorsWe're backed by institutional and individual investors with a proven track record for building successful, enterprise-focused companies.Work-BenchEssenceHumans of the InternetJonathan LehrCo-Founder, Work-BenchTim ChenFounder, Essence VCZac SmithCo-Founder, Humans of the InternetJoin Us on Our MissionWe're looking for passionate people to help us build the future of multimodal AI. Explore our open positions and become part of our team.View Open PositionsContact Us