Market Opportunity

Capture & rehearse AI mistakes — durable error-memory for agents targets a $24.0B = 2.0M businesses x $12K ACV (global dev teams & SaaS firms needing AI reliability tooling) total addressable market with medium saturation and a year-over-year growth rate of 35%+ for AI observability & tooling market as LLM adoption accelerates.

Key trends driving demand: LLM adoption -- widespread deployment of LLM-based assistants creates a surge in production errors that require systematic handling.; Agent frameworks -- standardized agent patterns (tools/APIs) make it easy to instrument execution and capture failures.; Regulatory attention -- laws and standards demand transparent provenance and audit trails for AI decisions..

Key competitors include Arize AI, WhyLabs, Fiddler AI, LangChain / LlamaIndex (adjacent), Rewind (adjacent - personal memory).

Capture & rehearse AI mistakes — durable error-memory for agents

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Market Validation

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