Polarity

Overview / Description

Polarity sits in your agent's production environment and logs every decision it makes. When something goes wrong — a bad tool call, a reasoning loop, an unexpected output — Polarity surfaces the pattern across runs rather than burying it in raw logs. The real differentiator is trajectory-to-eval conversion: instead of hand-writing evaluation cases, you turn real production trajectories (including failures) into a growing eval suite that keeps improving as your agent ships. Aimed at engineers and product teams running LLM agents in production who need more than traces — they need actionable signal on where reliability breaks down and a way to systematically close those gaps over time.

Used For

Engineers and product teams running LLM agents in production use Polarity to catch failure patterns across runs and convert real trajectories into a growing evaluation suite.

Pricing

Pricing not published

Free

Public pricing is not listed; check the site for current plans.

View pricing

Pros & Cons

Pros

• Logs every decision your agent makes in production • Surfaces failure patterns across runs instead of burying them in raw logs • Trajectory-to-eval conversion turns real runs into evaluation cases • Eval suite keeps improving as your agent ships • Built for live agents, not just trace viewing

Cons

• Requires instrumenting your production agent • Most valuable once you have real traffic and failures to learn from • Early-stage tool with a limited public track record

Questions & Answers

Alternatives

LangSmith, Braintrust, Arize Phoenix, Langfuse