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Help users transition from linear funnel thinking to a loop-based growth model that identifies and optimizes the core engines of their business.
Passed 21 of 22 test cases with the skill, and 16 of 22 without it.
and 2 more in the full report
5 fixed16 passed either way1 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 5 test cases the skill fixed. Same model, same prompt, with and without the skill.
We are planning to layer a product-led self-serve acquisition motion on top of our existing outbound enterprise sales process. Can you evaluate our product's growth mechanics, help us cross-reference our levers with this new motion, and highlight strategic missteps or timing errors we should avoid when introducing this secondary engine?
| Checked | Without skill | With skill |
|---|---|---|
| Advises delaying the addition of product-led growth until the primary sales motion is fully stable and mature. | Missed | Passed |
| Cross-references acquisition, retention, and monetization levers across sales-led and product-led growth motions. | Passed | Passed |
| Identifies interconnected reinforcing loops rather than treating the new self-serve tier as a separate linear funnel. | Passed | Passed |
The instructions your model reads when the skill loads.
Move beyond linear funnels to build compounding loops that drive scalable, long-term product growth.
Help the user with building a sustainable growth model using insights from 16 guests and posts across Lenny's Podcast and Newsletter.
Shishir Mehrotra: "But I highly encourage drawing a diagram like this for your business. I'll flash it up on screen for a second and I'll describe it, but this is what the diagram looks like, black loop, blue loop, and it's basically the two different ways that our product spreads. The Black Loop is someone comes in, they make a doc, they share with a group of people, some subset of the people turn around and make another doc, and the process repeats itself over and over again."
Visualize growth as recurring loops where the output of one cycle becomes the input for the next, creating organic mechanisms for scaling.
Dan Hockenmaier: "And that's how I think about a growth model, so the analytical representation of how the business grows and it's typically built in a spreadsheet which has a really nice feature of being very hard to fake. You can talk about a business conceptually, but when you actually have to get it to line up and link in a model, it's very hard to not force yourself to understand how the business works."
Building your model in a spreadsheet forces you to reconcile conceptual theories with mathematical reality, ensuring all variables are linked.
Archie Abrams: "In a given cohort of merchants, a lot of people will start. Some of those people on their first attempt that's entrepreneurship might not succeed, but the folks who do go on to be successful will make that entire cohort of merchants who started something that makes Shopify as a business extremely successful. And that's why we lower the barriers to get started and help folks grow, and those winners make the whole thing work."
In power law models, maximizing top of funnel volume by lowering entry barriers is more effective for long term revenue than early optimization.
Sarah Tavel: "This is where I love to think of every time a user users your product, let's say they're clicking on the mouse or they're tapping on their phone, I love to think of it as this kinetic energy that they're putting into your product. You're taking that energy, and your job with a great product, is to take that energy and, as much as possible, convert it back to the experience that they're having with your product."
Sustainable growth is achieved by converting individual user actions into collective network effects that improve the product for everyone.
Nikita Bier: "We found that as a user got older from age 13 to 18, the number of people that they invite to an app just declines almost exponentially. Finally, and the most important thing is they see each other every day, and that is so critical."
Viral growth is exponentially easier in demographics with high daily physical proximity and malleable social habits, such as younger cohorts.
test cases passed, vs 16 / 22 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.