designing-growth-loops

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Audited by Runlayer on Feb 21, 2026

Risk Level: MEDIUM
Scan Summary
Max Score
78%
Files
2
Flagged
2
Chunks
10
Flagged Files (2)
SKILL.mdHIGH
78.3%

Malicious tool definition detected

Tool: SKILL.md Description: --- name: designing-growth-loops description: Help users design and optimize growth loops.

references/guest-insights.mdHIGH
78.3%

Malicious tool definition detected

Tool: references/guest-insights.md [1/9] Description: # Designing Growth Loops - All Guest Insights *54 guests, 84 mentions* --- ## Adam Fishman *Adam Fishman* > "Growth loop modeling. So really understanding how you grow and where you should be spending your time.

Tool: references/guest-insights.md [2/9] Description: to document them in a qualitative model to communicate a shared understanding of how you grow, it's really powerful." **Insight:** Mapping growth through qualitative and quantitative loop models provides a shared understanding and guides intentional investment. **Tactical advice:** - Document micro and macro loops in a qualitative model - Augment qualitative models with quantitative data to guide quarterly focus *Timestamp: 00:00:00* --- > "S

Tool: references/guest-insights.md [3/9] Description: a strategy where the product is the primary driver of acquisition and expansion, with humans supporting the process rather than leading it.

Tool: references/guest-insights.md [4/9] Description: **Insight:** Prioritize 'earned' channels like virality and user-generated content over 'rented' channels like paid search to build a defensible growth engine. **Tactical advice:** - Invest in user-generated content (UGC) libraries, such as templates or case studies, to drive organic acquisition.

Tool: references/guest-insights.md [5/9] Description: tactics (optimization, loops) before finding product-market fit through manual effort *Timestamp: 00:57:27* ## Hari Srinivasan *Hari Srinivasan* > "Damian, who leads our growth team...

Tool: references/guest-insights.md [6/9] Description: byproduct of one loop (e.g., registration) the fuel for another (e.g., SEO pages) *Timestamp: 00:44:40* ## Melissa Tan *Melissa Tan* > "The signal is that is a good motion for you is if the product is really intuitive to onboard onto. There's a low learning curve so you don't need a human to onboard the user.

Tool: references/guest-insights.md [7/9] Description: a traditional sales process." **Insight:** Freemium creates a 'pool' of leads in the middle of the funnel who convert on their own timeline, leading to higher satisfaction and better long-term retention. **Tactical advice:** - Use freemium as a way to build a pool of users who are already aware of and using the product - Invest in 'inbound media' (podcasts, video series) to keep leads engaged in the middle of the funnel - Allow customers to c

Tool: references/guest-insights.md [8/9] Description: 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. The blue loop is someone comes in, makes a doc, and instead of sharing it with a team or with the collaborators, they publish it to the world." **Insight:** Growth can be driven by internal collaboration loops (Black Loops) and external publishing/content loops (Blue Loops).

Tool: references/guest-insights.md [9/9] Description: utility increases for existing users as new users join (e.g., marketplaces or collaboration tools) before trying to build viral loops. *Timestamp: 00:13:47* --- > "I think that surprising thing to people probably is that it's also the case with some later stage companies.

Audit Metadata
Max File Score
78%
Classification
UNKNOWN_SERVER
Files Scanned
2
Files Flagged
2
Chunks Analyzed
10
Analyzed
Feb 21, 2026, 04:31 AM
Security Audit — runlayer — designing-growth-loops