About Moduna –- Mixpanel for AI Agents
Moduna is a decision intelligence platform for production AI agents. It turns agent conversations into ranked intent, unresolved demand, and clear product and agent improvements—without manual transcript review. By instrumenting the agent once, Moduna continuously groups real user goals, detects where resolution breaks, and ranks the product or agent improvements worth acting on. It integrates with OpenTelemetry, LangChain, and Vercel AI SDK, providing an intent dashboard for product leaders, product teams, and agent teams to see what users want, where the agent fails, and what to improve next.
Key Features
Connects with existing agent stacks: OpenTelemetry, LangChain, Vercel AI SDK
Intent clustering: groups conversations into goals and friction
Failure pattern detection: identifies non-resolution, frustration rise, and blind spots
Ranked actions: prioritizes improvements for product and agent teams
Opportunity radar: surfaces emerging needs and high-value conversations
Blind-spot detection: catches failures that traces call successful
Pros & Cons
Pros
- Turns thousands of conversations into a ranked decision system without manual review
- Integrates with popular agent frameworks (LangChain, Vercel AI SDK, OpenTelemetry)
- Shared production truth for product leaders, product teams, and agent teams
- Detects unresolved intents that traditional observability misses
- Free to start (appears to offer free tier)
Cons
- Currently limited to certain agent frameworks (LangChain, Vercel AI SDK, OpenTelemetry)
- Requires initial instrumentation and setup in the agent stack
- As a relatively new tool, ecosystem and integrations may still be limited
Best For
Product teams building from real user demand instead of guessesAgent teams improving agent behavior by identifying failed handoffs and clarification loopsExecutives monitoring top unresolved intents and business-impacting failure patterns
FAQ
How does Moduna work?
Moduna instruments your agent once, then continuously clusters conversations into intents, detects failure patterns (e.g., non-resolution, clarification loops), and ranks the most impactful product or agent improvements.
What stacks does Moduna integrate with?
Moduna works with OpenTelemetry, LangChain, and Vercel AI SDK.
Who is Moduna for?
Moduna is designed for product leaders, product teams, and agent teams who need production evidence to decide what to improve next.
How does Moduna differ from traditional observability?
Traditional observability confirms a model responded and a tool ran, but cannot tell product teams whether the user achieved their goal. Moduna adds an intent layer that groups conversations into goals and detects where resolution breaks.