Know What to Build Next
With Real Data
Patterns shows you how users actually interact with your agent—and recommends what features to build based on real demand.
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Usage Analytics
Real-time insights into agent interactions
Conversation Volume
Most Common Requests
See How Users Interact
Real-time dashboards show conversation volume, success rates, popular requests, and user behavior patterns.
Real-Time Data
Live metrics and activity feeds
User Behavior
Understand what users want most
Trends
Track changes over time
Every interaction tells a story
Track conversation volume, success rates, response times, and active users. See peak usage times, popular requests, and where users get stuck—all updated in real-time.
Usage Dashboard
Real-time agent analytics
Conversation Volume
Discover User Patterns
Groups similar requests to show you what users are trying to accomplish and how often.
Clustering
Groups similar requests by intent
Frequency
Shows most common requests
Time Patterns
Identifies peak usage times
Understand what users really want
Patterns automatically clusters similar requests—"Where's my order?", "Track package #123", and "When will it arrive?" are all the same intent. See which requests are most common and how they trend over time.
Request Clusters
Similar requests grouped by intent
Order Tracking
623 requests (21% of total)
• "Where's my order?"
• "Track package #12345"
• "When will it arrive?"
Product Discovery
412 requests (14% of total)
• "Show me wireless mice"
• "What's on sale?"
• "Recommend a laptop"
Identify API Gaps
See which requests your APIs can't handle yet. Patterns shows you exactly what's missing from your backend.
Unhandled
Requests that couldn't be completed
Missing APIs
Identifies backend gaps
Frustration
Tracks user dissatisfaction signals
Find what's missing before users complain
Patterns tracks every failed request and groups them by missing functionality. See exactly which APIs you need to build, how many users are affected, and the technical requirements to fix it.
Unhandled Requests
Identify missing functionality
Subscription Management
18 failed requests (38% of failures)
× "Cancel my subscription but keep my data"
× "Upgrade to annual plan"
× "Pause my subscription for 2 months"
Missing API: Subscription management endpoints
Scheduling & Reminders
9 failed requests (19% of failures)
× "Remind me to pay rent on the 1st"
× "Schedule a transfer for next Friday"
× "Set up automatic savings"
Missing API: Scheduled tasks and notifications
AI-Powered Feature Suggestions
Patterns analyzes usage data and recommends what to build next—prioritized by user demand and business impact.
Prioritized
Ranked by user demand
Data-Driven
Based on actual usage patterns
Actionable
Clear implementation guidance
Let user behavior drive your roadmap
Instead of guessing what features to build, Patterns tells you exactly what users need—backed by real data. Each recommendation includes user impact, technical requirements, and implementation guidance.
Feature Recommendations
AI-powered suggestions for your roadmap
Bulk Data Export Capability
Allow users to export transaction history and reports
Based on Usage Data:
Predict Feature Impact
See projected improvements in success rates, user engagement, and satisfaction before you build.
User Impact
How many users benefit
Success Lift
Projected improvement in completion
ROI
Estimated business value
Make data-driven product decisions
Patterns forecasts how each recommended feature will impact your metrics. See projected improvements in success rates, user engagement, and satisfaction—before you write a single line of code.
Impact Forecast
Projected improvements from new features
Feature: Subscription Management API
AnalyzingRequest Success Rate
94.2% → 101%
User Engagement
projected increase
Failed Requests
reduction expected
User Impact
- Resolves 18 currently unhandled request types
- Reduces user friction in subscription workflows
- Enables self-service for common tasks
Technical Requirements
- Add endpoints: GET /subscriptions, PUT /subscriptions/:id
- Support pause, upgrade, downgrade, cancel operations
- Return subscription status and billing cycle info
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