The AI Adoption Engine for Engineering Teams
Connect your telemetry data with AI-driven conversations to drive adoption across your engineering team.
$307B spent on AI tools.
1 in 3 seats go unused.
0 tools to close the gap.
IDC 2025 · Worklytics 2025 · Pew Research
Telemetry shows what, not why
Copilot generates 46% of code for active users — but 36% of enterprise AI coding seats go entirely unused. Usage dashboards can't explain the gap between having a tool and actually using it.
Surveys get ignored
Survey response rates have collapsed from 36% to 6% over two decades. Your developer pulse surveys aren't far behind. The feedback you do get is surface-level checkboxes, not real insight.
No feedback loop
You buy, deploy, and hope. Adoption flatlines after the first month and nobody knows why — because there's no systematic way to learn what's working and what to do about it.
From Telemetry to Action
From setting goals to actionable insights — and then acting on them. Tap handles the entire feedback loop.
Define
Set goals & craft unbiased questions with AI
Cohort
Segment engineers by tool usage patterns
Nudge
Personalized outreach via email, Slack, or Teams
Engage
3-5 min AI conversations — no login needed
Aggregate
Sentiment, themes, and executive summaries
Act
Dashboards, feature requests, and validated next steps
Insights are just the beginning
Understanding is step one. The action layer closes the loop — turning feedback into dashboards, feature requests, and validated next steps.
Learn about the Action LayerBuilt for Every Stakeholder
Whether you're making the decisions, writing the code, or managing the budget — Tap gives you what you need.
For CTOs & VPs of Engineering
- Understand which AI tools deliver real ROI
- Data-backed decisions for tool investments
- Executive-ready adoption reports
- Trend dashboards that flag adoption stalls early
For Engineers
- 3-5 minute voice-of-developer conversations
- No logins, no forms — just share your experience
- Your feedback actually shapes tool decisions
- Your feedback shapes real tool improvements
For the Business
- Quantify the impact of AI tool spending
- Reduce waste on unused licenses
- Connect adoption data to business outcomes
- Close the loop from feedback to measurable change
An enterprise IT management company used Tap conversations to replace traditional surveys and uncover adoption barriers that telemetry alone couldn't reveal.
48
Insider engineers
3-5
Minutes per conversation
92%
Completion rate