Kayba

Agnost AI is a product analytics platform for conversational agents that helps teams catch silent failures before users leave. It reads every agent conversation alongside its traces to show where the agent fails, where users get frustrated, what they are asking for, and where churn begins. Thousands of chats are automatically clustered into recurring problems and intents, ranked by impact and linked back to the exact conversations and traces behind each pattern. It detects hallucinations, broken promises, quality issues, policy violations, compliance problems, rising friction, and situations where a technical trace may show success even though the user did not get a useful result. Instead of stopping at dashboards, Agnost identifies the highest-impact fixes and provides supporting evidence, recommended changes, and evals needed to ship improvements safely. It can also generate self-improvement suggestions and open pull requests against system prompts, agent harnesses, etc.

neatlogs is a collaborative debugging and AI reliability platform that provides all the tools your team needs to identify, understand, and fix AI agent issues efficiently Here’s what you can do today: - Trace and replay: See what your agent did, step by step. - Detect failures: Automatically flag traces using conditions, patterns, and classifiers. - Investigate: Ask Neat AI to investigate runs and turn its findings into fixes. - Evals: Route traces to human or AI reviewers and measure quality over time. - Experiment: Version prompts, test changes, and evaluate them against datasets. - Fix: Review AI-generated fixes and dispatch them to your coding agent. - Connect your tools: Connect your apps through Tools and MCPs so Copilot and Neat Agent can use them on your behalf. - Track production: Monitor cost, latency, errors, tools, and detection trends across your traces. Unlike other tools that are built only for technical audiences, neatlogs is accessible and understandabl