AI Agent Analytics

Product Analytics, Extended to Your AI Agents

We measure every conversation, surface every failure, and prove the business impact of your AI agents.

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Join 1,200 Companies Accelerating
Product Growth with Userpilot.

Analytics for the AI Era

Understand how your AI agents are used and prove their worth

Prove
Agent ROI

Link agent interactions to retention, adoption, and revenue.

Eliminate Agent Failures

Spot where agents lose users and fix it before it drives churn.

Uncover User Needs

See what users are really asking your agents.

Drive Agent Adoption

Use data to iterate faster and boost adoption.

Three Analytical Layers

Full visibility into your agents. Full confidence in your decisions.

Usage Overview

See who uses your agents, how often, and how each agent impacts business outcomes.

  • Unique users, companies, and conversation volume
  • Drop-off analysis by conversation length
  • Agent-induced activation and adoption lift
  • Agent impact on retention and revenue
Usage overview dashboard
Topics & Intent

Find out what users are really asking your agents and make better product decisions.

  • AI-identified topic categories across all conversations
  • Surface high-frequency pain points and gaps
  • Track topic trends over time
  • Identify unmet needs before they become churn signals
Topics and intent analysis
Failure Signals

Catch frustrated users and broken agent experiences the moment they happen.

  • AI detection for frustration and drop-off signals
  • Track resolution failures by topic
  • Pinpoint which conversation types fail most
  • Use failure patterns to make smarter product decisions
Failure signals detection
Connected Intelligence

All the AI agent performance metrics you need.

Conversation Volume

Understand usage trends, peak demand, and how engagement evolves over time.

Resolution Rate

Measure how often your AI successfully solves user needs without escalation.

Activation & Adoption Lift

Track how AI interactions drive feature discovery and product adoption.

Satisfaction Score

Monitor user sentiment and experience quality across every AI conversation.

Conversation Entry Points

Identify where users first turn to your agents.

Top Asked Questions

Know what users ask most — across every conversation.

Queries Per User

Track how often individual users turn to your agents.

Failure Rate

See how often agents fail to resolve user needs.

Built For Your Entire Team

One dashboard. Different answers for every team member.

Prove the impact of every agent you ship

See whether agents drive activation and adoption — or silently fail users at critical moments

  • Agent usage
  • Topic clustering and failure signals
  • Activation and adoption lift
  • Revenue impact
Analytics for Product teams

Find and fix what's breaking your agents

Get the signal you need to identify failures, improve performance, and ship agents that actually work

  • Failure rate by agent
  • Frustrated conversations
  • Abandoned conversations
  • Resolution rate
Analytics for UX Design teams

Proactively retain customers

Identify at-risk accounts before they churn. Deliver personalized experiences that drive satisfaction and long-term loyalty.

  • Health scoring
  • Onboarding automation
  • Usage alerts
  • Renewal forecasting
Analytics for Customer Success teams

Enterprise-grade AI, built on trust & security

We designed Userpilot AI with one principle: your data is yours. We are committed to an architecture of trust where your business data is protected, isolated, and used exclusively to generate insights for you.

  • Protected, isolated, and never shared.
  • Built to meet SOC 2 and GDPR standards.
  • Continuously monitored to stay ahead of threats.
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MCP Server

Bring your Userpilot data into any AI tool you use.

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Userpilot's Agent Lia

Analyzes your product data, generates content, and executes actions.

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