How to Improve Activation Rate with AI
Getting users to sign up is not the same as helping them reach value. Here is how AI can help them finish setup and do something useful.
Activation rate is the share of new users who reach the first moment of real value in your product. Most users who don't activate get stuck during setup. AI helps by guiding each user through setup, answering questions at the moment they stall, completing simple steps where permitted, and spotting users who stopped so your team can step in.
What activation and activation milestones are
Activation is the first moment a new user gets real value from your product. An activation milestone is an action you can track to show that the user has reached that moment.
The right milestone depends on what your product helps users do. Examples include:
- The account is set up and ready to use.
- The first integration is connected.
- The first real task is done in the product.
Choose a milestone that reflects useful progress. A signup alone does not show that someone has received value.
Why new users stall before activating
- Setup takes too long.
- Data imports and integrations get in the way.
- The next step is not clear.
- There is no one to ask for help.
- Users get busy and never come back.
Five ways AI improves activation
Guided setup for each user
AI can guide each user through the setup steps they need. The guidance can follow their goal rather than send everyone through the same tour.
Answers in context at the moment they stall
AI can answer questions about the screen or task in front of the user. Help arrives while they are trying to move forward, not after they have given up.
Completing simple steps where permitted
AI can complete simple setup steps when it has the right access and permission. Keep clear limits on what it can change and when the user needs to confirm an action.
Spotting users who stopped
With setup activity tracked, AI can flag users who have stopped making progress. Your team can step in, or a configured follow-up can ask whether they need help.
Handing over to a person with the full context
When AI cannot solve the problem, it can pass the task, question and steps already tried to a person. The user can continue without explaining everything again.
How to measure it
| Measure | What it tells you |
|---|---|
| Activation rate | The share of new users who reach your chosen activation milestone. |
| Time to first value | How long it takes a new user to reach that milestone. |
| Setup completion rate | The share of new users who finish the required setup steps. |
Define the milestone and the time window before you measure. Use the same definitions before and after adding AI.
Compare similar groups of new users. Keep their goals, signup sources and product versions as comparable as possible. Check whether more users finish setup and reach value, not just whether they use the assistant.
Tools
AI onboarding agents
Obi by Cor is an AI onboarding agent. It runs onboarding sessions with each customer, explains the product, shows them around and, where permitted, completes setup tasks for them.
Userflow Adoption Agent adds an AI agent to the onboarding platform. It helps users alongside in-app guidance. See our Userflow review.
Userpilot offers Lia, its AI agent for helping users inside the product. It works alongside product tours and checklists. See our Userpilot review.
AI support agents
Intercom Fin answers support questions through an in-app chat widget. It can hand conversations to a support team. See our Fin review.
Zendesk AI agents answer questions through messaging tools. They connect conversations to a team's support workflow.
In-app guides
Pendo combines product usage analytics with in-app guides. Teams can use it to understand behavior and show users where to go. See our Pendo review.
Appcues builds onboarding flows, checklists and messages inside a product. Teams use it to guide users through known steps. See our Appcues review.
Whatfix provides in-app walkthroughs and help for software users. Its guides explain steps while users work. See our Whatfix review.
Read our guide to AI in-app onboarding assistants for more on how these types of tools differ.
Frequently asked questions
What is a good activation rate?
It depends on your product and what you count as activation. Compare against your own baseline using the same milestone and similar groups of new users.
What is an activation milestone?
An activation milestone is an action you can track that shows a new user has reached real value. It should reflect what your product helps users achieve.
Can AI improve activation rate?
AI can help users get past setup blockers with guidance, answers and simple tasks where permitted. Measure the result against your own baseline rather than assume it will improve activation.
How do I measure activation?
Choose a milestone and a time window. Track how many new users reach that milestone out of all new users in the group. Compare similar groups before and after a change.
What is the difference between onboarding and activation?
Onboarding is the process of helping a user get set up and learn a product. Activation is the moment they first get real value from it.