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Plan viral marketing and engineering-as-marketing traction experiments from Traction.
Passed 24 of 25 test cases with the skill, and 18 of 25 without it.
and 6 more in the full report
7 fixed17 passed either way0 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 7 test cases the skill fixed. Same model, same prompt, with and without the skill.
We want to build a free ROI calculator for our B2B SaaS platform to generate qualified leads, but we need a structured growth experiment blueprint before engineering it. Please outline the mechanism details, map out the user journey steps in a table highlighting key metrics and friction points, suggest targeted optimization tests, detail the follow-up and product handoff strategy, and define clear decision criteria for whether to scale, refine, or stop.
| Checked | Without skill | With skill |
|---|---|---|
| Includes a loop map table with columns for metric and weakness. | Missed | Passed |
| Defines decision rules with specific criteria for double down, iterate, and kill actions. | Passed | Passed |
| Focuses optimization tests on addressing the identified weakest step. | Missed | Passed |
The instructions your model reads when the skill loads.
Use this skill for growth loops and useful engineered assets: referral systems, viral sharing, free tools, calculators, widgets, microsites, and product-led lead magnets.
For landing-page audits, pricing-page polish, social previews, or broad
shareability reviews, use make-product-viral instead. This skill is for
designing measurable traction experiments around loops and engineered assets.
Primary source: Traction, chapters 15-16 and the appendix. Authoring notes: converted lines 1997-2286 and 3349-3352.
# Viral/Engineering Growth Plan
## Growth Mechanism
- Type:
test cases passed, vs 18 / 25 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.