growth-loops

Overview of growth-loops skill

What growth-loops does

The growth-loops skill helps you identify and design growth loops for sustainable traction. It is built for situations where you want growth to compound through product behavior, not just through paid acquisition or one-off campaigns. If you need a practical growth-loops skill for product-led growth, referral design, or loop analysis, this is the right starting point.

Best fit and main job

Use growth-loops for Growth when you need to answer: “What action in the product can create the next user?” It is most useful for founders, PMs, growth marketers, and operators who are trying to turn usage into acquisition, retention, or reactivation. The real job is not to describe growth theory; it is to surface loop mechanisms you can actually build and test.

What makes it useful

The skill evaluates five loop types: Viral, Usage, Collaboration, User-Generated, and Referral. That framing helps you compare loop candidates quickly instead of brainstorming generic marketing ideas. It is especially helpful when you need a concise way to choose between product-sharing, social spread, template-driven use cases, or referral mechanics.

How to Use growth-loops skill

Install and inspect first

Use the growth-loops install flow from your skill directory workflow, then open SKILL.md before anything else. In this repository, there are no helper scripts, rules, or reference folders to unpack, so the skill is intentionally lightweight. That means the main value comes from reading the prompt instructions closely and applying them to your product context.

Turn a rough goal into a good prompt

The skill works best when your input names the product, audience, and growth constraint. A weak request is: “Find a growth loop for my app.” A stronger request is: “Identify the best growth loop for a collaborative design tool used by small teams, where shared artifacts can bring new users into the workspace, and paid acquisition is limited.” The more concrete your input, the easier it is for growth-loops usage to produce a credible loop instead of a generic list.

What to include in your brief

Give the skill the product’s core action, what users naturally create, where sharing already happens, and what counts as a successful conversion. If you have constraints, include them early: B2B vs consumer, self-serve vs sales-led, single-player vs multi-user, and whether sharing must happen inside the product or externally. These details materially affect which loop type is realistic.

Practical workflow for better output

Start with your product’s “shareable artifact,” then map the loop:

1. User creates something valuable.
2. That output is shared or reused.
3. A new user sees value.
4. The new user returns to the product.
5. The loop repeats with less friction.
   Use the skill to test whether the loop is intrinsic to the product, not layered on top. If the loop depends on heavy incentives or manual promotion, it is usually weaker than it looks.

growth-loops skill FAQ

Is growth-loops better than a normal prompt?

Usually yes, if you want structured analysis instead of brainstorm noise. A normal prompt can give you ideas, but the growth-loops skill guide is designed to force a more disciplined comparison across loop types and make the mechanism explicit. That reduces false positives, especially when teams confuse “sharing” with a true loop.

When should I not use it?

Do not use growth-loops if your product has no meaningful user output, no sharing surface, and no repeatable user-to-user transfer of value. In those cases, the better answer may be onboarding, activation, pricing, or retention work rather than a loop strategy. The skill is strongest when the product naturally produces artifacts, invites collaboration, or supports referrals.

Is it beginner-friendly?

Yes, if you can describe your product in plain language. The growth-loops skill is beginner-friendly because it gives you a small set of loop categories to evaluate. Where beginners struggle is not the framework; it is providing enough product context for the recommendations to be grounded.

How does it fit with product-led growth?

It fits directly into product-led growth because it looks for growth embedded in product usage. If your team is trying to reduce paid spend and make acquisition compound, this skill helps you locate the mechanism rather than just the channel. It is especially relevant when the product itself can create distribution.

How to Improve growth-loops skill

Give it stronger source material

The best outputs come from specifics: example user actions, existing sharing behavior, and the content or object users create. For example, “Teams create dashboards they can share externally” is better than “We want more users.” Strong inputs help growth-loops skill distinguish between viral, referral, and usage-based growth.

Watch for the common failure mode

The main failure mode is choosing a loop because it sounds clever, not because the product naturally supports it. If the model recommends a referral loop, check whether users have a reason to invite others beyond incentives. If it recommends a viral loop, verify that the shared output is valuable without extra explanation.

Iterate after the first answer

Use the first output as a shortlist, then pressure-test each loop against friction, audience fit, and conversion path. Ask for one loop at a time if you need deeper execution detail, such as activation steps, share mechanics, or success metrics. In practice, growth-loops for Growth gets better when you iterate with real product constraints instead of asking for a final answer immediately.