Poetic raises $50M to run enterprise AI deterministically

laptop computer on glass-top table

San Francisco-based Poetic just closed a $50 million Series A at a $500 million valuation. Kleiner Perkins led the round, with Founders Fund and First Harmonic participating. OpenAI is also backing the company.

The Core Bet

Poetic’s argument is that generative AI with LLM integrations has stayed superficial in enterprise settings. Mission-critical tasks in healthcare, banking, and insurance need near-perfect accuracy run thousands of times a day. Autonomous agents, the company says, are too unpredictable to deliver that.

Instead, Poetic claims to have built a purpose-built programming language. Operators define workflows in natural language, the system learns every edge case, encodes them, and then runs processes deterministically rather than letting an LLM improvise at runtime.

Early Deployments

Poetic is already live at AIG, SoFi, and Chime Financial. Chime reports resolving more than 500,000 disputes using Poetic workflows. SoFi says it handed over much of its fraud processing in a matter of weeks, with improved quality metrics.

The Operator Angle

This is an enterprise play, not a solo operator tool. But the underlying pattern is worth watching: deterministic, encoded workflows beating probabilistic agents on accuracy and cost for high-stakes repetitive tasks. If that holds at scale, it puts pressure on anyone selling agentic automation into regulated industries.

Poetic plans to use the funding to grow its team, bring on new clients, and expand beyond fintech.

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