Analyze conversations
Find the use cases, intents, and patterns shaping agent demand.
Agent Analytics
Agent Analytics connects prompts, conversations, and traces to real product behavior, so you can find what fails, improve what matters, and prove your agents drive adoption, retention, and ROI.
Evals help engineering define a correct response, but they don't show what users do in the wild. Product teams need to see who adopts the agent, where users give up, and whether outcomes improve. Agent Analytics connects evals and technical signals to real product behavior, helping teams catch issues and prove ROI.
Your users move between agents and interfaces. Pendo connects what they asked, how the agent responded, and what happened next across the product, so you can measure success and fix the experience with evidence.
A Claude window: someone asks what people are asking the support agent this month, and a Pendo MCP call to get_agent_use_cases returns 8,410 conversations clustered into use cases without tagging — tracking a refund status at 2,140 conversations and up 12%, cancelling a subscription at 980 and new, exporting invoices at 610 and new, and returns at 430 and down 8% — followed by the note that cancellations and invoice exports are unsupported today.
Measure every layer of agent activity, from account-level trends down to a single failed tool call, without stitching together dashboards.
Find the use cases, intents, and patterns shaping agent demand.
Catch repeat prompts, all-caps, profanity, and other signals of mounting frustration.
Turn a flagged issue into a fix brief through the Agent Repair skill and Pendo MCP server. Hand it to a coding agent or file it as a ticket.
See who returns, who drops off, and where visitor or account adoption gaps are forming.
Connect agent interactions to paths, funnels, retention, and product outcomes.
Rank what users ask for that your agent cannot deliver yet, and turn it into roadmap input.
Review the models, tools, subagents, latency, tokens, and cost behind an answer.
Measure whether agentic or traditional paths get users to the outcome faster and more often.
Open Session Replay from the conversation to see the product context around a failure.
Compare agent versions, models, prompts, or tools against real user outcomes, not synthetic evals.
Send scheduled Agent Analytics digests to Slack or Microsoft Teams so key metrics and emerging issues show up in your team’s channels.
Bring a use case. We’ll show you how Pendo finds adoption gaps, failed conversations, and proof of impact.
Agent Toolkit feeds real-time Pendo context into the agents you build or buy, so they can personalize responses and step in when users struggle. Agent Analytics shows whether those interventions work.
Power and act.
Give agents behavioral and account context, then trigger help at the moment a user needs it.
Observe and improve.
Measure adoption, use cases, failures, and business impact across every agent you instrument.
Bring a use case. We’ll show you how Pendo finds adoption gaps, failed conversations, and proof of impact.
Choose prompts-only or full-conversation capture, manage access by role, and redact 14 sensitive-data categories for each agent. Pendo protects Agent Analytics data with the same security and privacy practices used across the platform.
See security detailsSOC 2 Type II
ISO 27001
GDPR
HIPAA
Agents are moving past the chat window, and Agent Analytics is moving with them.
Measure agents that act without a conversational interface, including agent-to-agent and background workflows, the same way you measure adoption and issues today.
See what's happening on the other side of your MCP servers: which tools get called, by which agents, how often, and where requests fail or slow down. Built for teams exposing data or actions through MCP, not just the teams consuming it.
Monitor adoption, issues, use cases, and business impact in one walkthrough.