PlanOpticon – Extract structured knowledge from video recordings
Smart frame filtering plus knowledge graph extraction—useful but Fireflies.ai and Otter.ai exist.

Captures Toulmin argument structure for decisions when most tools just store flat facts.
Teams using AI for decision-making, product design, or research
Mem0 · ChatGPT Memory · NotebookLM
Smart frame filtering plus knowledge graph extraction—useful but Fireflies.ai and Otter.ai exist.
Turns PDFs and videos into shareable agent skills—but competitors already exist.
Structured memory sidecar beats raw vector search for agent continuity.
Knowledge graph generation from papers, but Elicit and Consensus already do literature synthesis.
Provenance-first RAG beats anonymous text chunks, but Cursor and Continue already own this space.
Another memory layer for MCP when Mem0 and Zep already solve this.