Market Opportunity

Agent-first AI workflow automation using structured context, memory, and skills targets a $48.0B = 600,000 mid+enterprise buyers x $80K ACV total addressable market with medium saturation and a year-over-year growth rate of 35%+ yearly growth driven by AI automation adoption.

Key trends driving demand: Agentization of LLMs -- multi-step tool use and task orchestration unlocks complex automation beyond single-prompt use cases.; RAG + vector DB adoption -- teams increasingly pair private context stores with LLMs to get accurate, auditable outputs.; Composable automation stacks -- demand for modular skill connectors and repo-first deployments increases developer velocity..

Key competitors include LangChain, LlamaIndex (now LlamaIndex.ai), Zapier, UiPath, Anthropic (Claude).

Agent-first AI workflow automation using structured context, memory, and skills

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