92%of employees have a Copilot licence
- Weekly active users
- 71%
- Prompts this month
- 184,000
- Training completed
- 64%
AI Transformation
AI adoption is up. Is productivity?
Licenses, prompts, and tokens show usage. HappySignals shows who's getting value, so you can scale what works and prove the impact to the business.
45%say AI is there, but they are not getting much from it yet
Does AI make your work easier?Company average +18 · By team
Engineering+46
Marketing+34
Finance+8
Customer service-21
A decision
Who should our next AI training reach?Customer service. They have the licences and use them, but say AI adds steps to their day. Start with the two tasks they named.
45%one step away from real value
5%say AI makes work more stressful
Illustrative data.
Why HappySignals
Find out who AI is really working for.
Somewhere in your company, AI is already working. Here are seven ways to find where, learn why, and scale it.
Experience by AI toolLast 3 months
Microsoft Copilot
ChatGPT
Gemini
Claude
NegativePositive
The whole story behind the experience
Usage data says who logged in, how many prompts were sent, and how many tokens were spent. Add experience and employee data, and you'll see how each AI tool works for the people using it.
Validated surveys and benchmarks
Research-backed questions and over a decade of experience data mean you don't have to invent your own. And with our benchmarking data, you can compare your organization with others to understand what good looks like.
HappySignals average15 to 40%response rate
Typical survey5 to 10%response rate
Consistently high response rates
Designed for people to express how they feel, including those who quietly stopped using AI. You hear the whole workforce, not just the enthusiasts. Results are more representative, more trustworthy, and usable for analytics.
Engineering+46
Marketing+34
Finance+8
Customer service−21
Experience by user segment
Your best AI story is already happening somewhere. See which roles, functions, and locations get value, and which need support.
Experience Intelligence
Why are our sales managers critical of Copilot?Your AI experience advisor
Just ask. Our AI draws on over a decade of experience, insights, and millions of responses to surface themes, generate reports, and answer hard questions in seconds. No analysts, training, or waiting. Anyone on your team can be the expert from day one.
Say AI makes them more efficient65%▲ 17 points in six months
Time saved, Engineering22 minper person a day
Productivity and efficiency impact
Do your employees feel AI is saving them time and raising the quality of their work? Or are some groups still waiting to see the benefits? Capture employee-reported efficiency by role, team, and location.
Live in daysData from day oneNo custom developmentISO 27001:2022GDPR aligned
Your dataCustomer-owned
Ready to deploy
Designed to go live fast, without turning experience measurement into a long survey design, integration, and reporting project. Proven methodology, ready-made surveys, benchmarks, certified integrations, and immediate value from day one.
Experience Intelligence
Demo experience