Everything you need to understand and act on adoption
Five integrated capabilities that take you from raw telemetry data to actionable insights — and action — on your AI tool investments.
AI Conversations
Replace surveys with personalized AI-driven conversations that adapt in real-time.
- Personalized Outreach
Each conversation is tailored based on the engineer's role, tools, and usage patterns.
- AI Follow-Up Questions
Claude AI probes deeper on interesting responses, uncovering insights surveys miss.
- 3-5 Minute Completion
Short enough to respect busy schedules. Long enough to get real depth.
- No Login Required
Engineers click a link and start talking. Zero friction, zero setup.
Telemetry Integration
Connect AI tool telemetry to understand context before the conversation even starts.
- Usage Pattern Detection
Automatically identify power users, dabblers, and non-adopters from your telemetry data.
- Smart Cohorts
Segment engineers by tool, usage level, team, or custom criteria.
- Real-Time Sync
Telemetry data stays current so conversations are always contextually relevant.
- Multi-Tool Support
Track adoption across Copilot, Cursor, Claude Code, VS Code, CODEX, and more — via APIs or MCP.
156 completions / 12 chat sessions
Analytics Suite
AI-powered analysis that turns raw conversations into actionable intelligence.
- Sentiment Analysis
Understand how engineers feel about each tool — not just what they say.
- Theme Extraction
Automatically surface recurring themes, blockers, and opportunities.
- Executive Summaries
One-page reports ready for leadership with key findings and recommendations.
- Trend Tracking
Monitor how sentiment and adoption evolve over time across campaigns.
Campaign Management
Plan, launch, and monitor feedback campaigns with AI-powered tooling.
AI Mission Wizard
Describe your goal and AI crafts the perfect conversation structure.
Multi-Channel Delivery
Reach engineers via email, Slack, or Microsoft Teams — their choice.
Real-Time Monitoring
Watch participation, completion rates, and sentiment as campaigns run.
Pause, Resume & Clone
Full campaign lifecycle control. Iterate on what works.
Action Layer
Close the feedback loop. Turn insights into dashboards, feature requests, and validated action — automatically.
Trend Dashboards
Live dashboards that surface adoption momentum, sentiment trends, and team-level insights for leadership.
Auto-Generated Feature Requests
Recurring themes become structured feature requests, prioritized by frequency and sentiment.
Validated Demand Signals
Move from anecdote to evidence. Every request is backed by real conversation data.
Coming Soon: Deeper Action Tooling
Workflow intelligence, org-level segmentation, and integrations with your existing tools — in active development.