QMedia

At a glance

• Editor score
  7.4 / 10
• Pricing
  Open source
• Best for
  Developers building private multimodal RAG
• Paid from
  Free
• Visual search
  Yes
• Facts checked
  21 Sep 2026

• Where it wins

  • Searches image, text, and short-video materials with multimodal RAG.
  • Combines transcription, summaries, embeddings, OCR, and content cards.
  • Supports local deployment, offline private-data search, and Ollama models.

• Where it doesn't

  • Its video focus is centered on short-video analysis.
  • The video service is configurable but disabled by default.
  • Separate web, retrieval, and model services add architectural complexity.

Our verdict on QMedia

QMedia is an open-source AI content search engine for developers and content creators working with private image, text, and short-video collections. It combines multimodal retrieval and question answering with video transcription, summaries, OCR, visual and text embeddings, and content cards that present sources and extracted information. Local deployment supports offline search and Q&A over private data, making QMedia a strong fit for teams building their own multimodal RAG workflows rather than looking for a hosted, ready-made search product.

Its architecture is designed for modular deployment: QMedia provides separate web, retrieval, and model services, alongside web, API, and self-hosted access. The platform supports local Ollama models and integrates with Google Search and Ollama. This combination gives developers control over where models and private content operate, while the API access and service separation provide a foundation for embedding search and Q&A into a broader application. The trade-off is that the deployment model demands more architectural ownership than a single-service tool.

The standout capability is the way QMedia brings several media-processing steps into one search workflow. Faster Whisper handles video transcription, CLIP and BGE models support visual and text embeddings, and OCR adds recognition for image content. Retrieval can then draw on visual information, text, summaries, and transcriptions. The scope is narrower around short-video analysis, and the video service is disabled by default, so teams prioritizing short clips, private deployment, and configurable multimodal retrieval should consider QMedia. Buyers seeking a simpler hosted workflow or a broader video-first product should look elsewhere.

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QMedia pricing

QMedia fact sheet

QMedia integrations

QMedia lists 2 integrations on its own site.

• Google Search
• Ollama

Alternatives to QMedia

• Twelve LabsA developer-focused API for multimodal video search, analysis, and embeddings.9.4
• Moments LabA multimodal search and workflow platform for complex video archives.9.2
• Coactive Content DiscoveryAn API-first search layer for finding precise moments across multimodal media libraries.9.0

See all QMedia alternatives →

Featured on iTechGuides

QMedia is listed in our AI Video Search Tools directory. Add the badge to your site — it links back to this page.

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Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

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Last updated 7 Oct 2026 · How we research and update