Cloudglue GTM brain

category

market profile

• text: Teams need to retrieve, analyze and cite visual and spoken evidence across video, not just search transcripts.
• text: Cloudglue packages video processing, indexing and retrieval as developer infrastructure, alongside the Tinycloud agent.

personas

• title: AI application developer
  pains:

  • Video context is hard to index and retrieve for a chatbot.
  • Stitching transcription, visual analysis and search services delays product development.
• title: ML platform engineering lead
  pains:

  • Processing growing video libraries requires scalable pipelines and model maintenance.
  • Answers need links back to the relevant footage so users can check them.
• title: Product manager for video-rich software
  pains:

  • Users spend time manually finding moments across recordings.
  • Extracting consistent fields from thousands of videos is slow.

icp

• text: Software teams building search, retrieval or question answering over recordings, sales calls and screen captures.
• text: Larger teams with substantial video collections and custom processing or volume requirements.

message pillars

• text: Give developers video context for AI applications.
• text: Ground answers in playable source footage.
• text: Integrate without managing the underlying infrastructure.

objections

• objection: Could our team assemble this from existing models?
  response: Prototype a representative retrieval and citation workflow and compare implementation and maintenance time.
• objection: Will visual answers be reliable?
  response: Evaluate representative footage and check the cited clips against expected answers.
• objection: How expensive is a large archive?
  response: Estimate indexing minutes and search volume using the published credit schedule before a larger commitment.

competitors

• name: Twelve Labs
  why: Video understanding API that indexes footage and supports natural-language search.
• name: Google Cloud Video Intelligence
  why: Offers video analysis APIs for extracting information from footage, though its planned 2027 shutdown limits its use for new projects.

keywords

• video understanding API
• video RAG
• semantic video search API
• video structured data extraction
• multimodal retrieval
• video chatbot citations

voice

• developer-focused
• practical
• optimistic about AI workflows

signals

• text: Building a chatbot over a video archive indicates a need for retrieval and citations.
• text: Growing video processing and ML infrastructure work suggests demand for a managed API.

stack

• API
• SDKs

hiring

• Research Engineer
• Founding Engineer, Full Stack
• Founding Engineer, Infrastructure

pricing

motion

channels

• developer documentation
• SEO
• Product Hunt
• LinkedIn

confidence

Founders

• name: Amy Xiao
  title: Founder/CEO
  role: CEO
  bio: Co-founder & CEO at Cloudglue. Ex ML & infrastructure @ Snapchat, AWS, Arize AI, math/physics @ UofT