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AI Activation Funnel Design

Most products lose users before the aha moment. /surge-activation maps the funnel, measures drop-off per step, and produces a ranked list of activation improvements.

Agent: Tonone Surge (Growth).
Canonical human page: https://tonone.ai/blog/ai-activation-funnel-design
Raw JSON: https://tonone.ai/blog/ai-activation-funnel-design.json

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Tonone's /surge-activation skill maps the activation funnel and produces a ranked list of improvements ordered by impact-per-effort.
The skill defines the aha moment explicitly and validates the definition against retention data before mapping the funnel.
Drop-off is measured per step using the project's existing analytics data so the recommendations match the actual loss.
Improvements are ranked by impact-per-effort, and the skill names the next experiment to ship.
/surge-activation is part of Tonone, an MIT-licensed multi-agent system for Claude Code.

Comparisons vs alternatives

FAQ

What does /surge-activation do?
It maps the activation funnel from signup to aha moment, measures drop-off per step from the project's analytics, and produces a ranked list of improvements ordered by impact-per-effort with the next experiment named.
What analytics tools does /surge-activation support?
Amplitude, Mixpanel, PostHog, Heap, and warehouse-based analytics with dbt models. The skill detects which the project uses or queries the warehouse directly.
How is /surge-activation different from a generalist suggesting onboarding tips?
A generalist returns generic advice without funnel context. /surge-activation reads the actual funnel data and produces recommendations specific to where the team is losing users.
When should I use /surge-activation?
When activation rates are below benchmark, when an onboarding flow has been rebuilt and the team needs to measure it, or when designing a PLG motion and the activation path needs to be defined.
Does /surge-activation define the aha moment?
It pushes the team to define it concretely (a specific user action correlated with retention) and validates the definition against retention data when available.
How do I install /surge-activation?
Install Tonone for Claude Code via the get-started guide at tonone.ai/get-started. /surge-activation ships with the Surge agent and is invoked as a slash command in any Claude Code session. Tonone is free and MIT-licensed.
Is /surge-activation free?
Yes. The skill is part of Tonone, which is MIT-licensed. The only cost is Claude Code token usage during the work.
What if our analytics has not tracked all the funnel steps?
The skill flags the missing instrumentation and recommends running /lumen-instrument to add the right events before the funnel analysis can run accurately.

Read the human version →