
Turn video into queryable context for AI agents.
By Tanmay Verma, Founder · Last verified 03 Jul 2026
In short
Cloudglue — Turn video into queryable context for AI agents. Best for Developers building video-aware AI agents, Teams needing RAG over large video libraries (sales calls, training), Sales enablement platforms extracting insights from call recordings. Free to start; paid plans from $15/mo.
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Cloudglue fills a real niche: treating video as a first-class data source for AI agents. Its speed and structured extraction are compelling for developers, but the credit-based pricing and limited free tier may deter casual experimentation. Worth evaluating for video-heavy agent workflows.
Compare with: Cloudglue vs Reduct.video, Cloudglue vs Sarvam AI
Last verified: July 2026
We ran a structured research pass across product reviews, community discussions, and post-purchase forum threads to surface the patterns vendors won't publish themselves. Below: the recurring strengths, the hidden costs people mention most, and the cohort that consistently regrets adopting this tool.
19 mentions across 2 sources (Hacker News, Product Hunt).
How likely is Cloudglue to still be operational in 12 months? Based on 4 signals — momentum (how recently it shipped), wrapper dependency, revenue model, and web presence.
Last calculated: July 2026
How we score →Cloudglue is a video context engine that transforms video and audio into structured, searchable data for AI agents. Developers use its REST API to upload videos, extract transcripts, scenes, entities, and metadata, then query across collections for RAG, chatbots, and analytics. It processes 2 hours of video in about 3 minutes, using state-of-the-art multimodal models under the hood. The platform is designed natively for AI agents, supporting playable citations and aggregate analysis across thousands of hours of footage. Cloudglue is ideal for teams building video-aware chatbots, sales insight platforms, or any application needing structured video data at scale. It's Y Combinator-backed and production-ready. Compared to generic vision APIs, Cloudglue offers faster indexing, native agent support, and structured extraction with user-defined schemas. However, it's a paid API with usage-based credits; the free tier is limited to 25 minutes indexed and 200 chat requests. Serious use requires purchasing credit packs, and all processing is server-side.
Cloudglue targets a specific pain point: making video content natively queryable by AI agents. Unlike generic video APIs that dump raw transcripts, Cloudglue provides structured extraction (scenes, entities, user-defined schemas) and semantic search across collections. That's genuinely useful for sales call analysis, training video RAG, or any situation where you need to ask questions across hundreds of hours of footage. The speed claim (2 hours in 3 minutes) held up in our tests, and the chat completion with playable citations is a nice touch. However, the pricing model is credit-based and not cheap for high-volume use. The $600 Scale plan gives 125 hours indexed and 60,000 chat requests, which might not go far if you're processing hours of video daily. There's no subscription option for predictable billing. Also, Cloudglue is server-side only — no offline processing or edge deployment. If you need real-time analysis on device (e.g., security cameras), look elsewhere. Compared to built-in video understanding in models like Gemini or GPT-4o, Cloudglue offers more control over extraction schemas and collections, but you pay for that flexibility and speed. We'd recommend Cloudglue for teams that already have an agent architecture and need to add video context without building complex multimodal pipelines. Pass if you have a small budget or need a no-code solution. The free tier is enough to test the API, but not for production evaluation. Overall, a well-executed niche tool, but pricey for tinkerers.
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Common stack mates teams adopt alongside Cloudglue, with the specific reason each pairing earns its keep.
Text-based video editor: search, clip, and share video by selecting words in the transcript.
Durable execution platform for reliable AI agents and workflows.
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