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How to rank in AI search and SEO

Shared by Caddie Library · Updated
Chapters show their main points
Chapter 7 of 15 · Organic Content and Creators
← The growth course
1. Finding Product-Market Fit
How to test for real customer pull earlyHow to pick a narrow niche to start inHow to launch a simple first version fastHow to learn from users and customersHow to read early signs of product-market fit
2. Onboarding and Activation
How to structure onboarding as a storyHow to ask and use onboarding questionsHow to get users to the aha moment fastHow to decide how long onboarding should beHow to build quiz funnels for paid traffic
3. Paywalls and Pricing
When to choose a hard paywall over freemiumHow to design a paywall that convertsHow to price annual and monthly plansHow to set, raise and localize pricesHow to run free trials and free tastes
4. Business Models and Revenue
How to structure subscription tiersHow to keep a free tier that pays offHow to charge for usage and AI creditsHow to pair hardware with a subscriptionHow to add ads, affiliates and partners
5. Retention and Engagement
How to measure retention honestlyHow to build habit loops that bring users backHow to use notifications and lifecycle messagesHow to reduce churn and handle cancellationsHow to build social loops and community
6. Brand and Positioning
How to position against bigger incumbentsHow to name and describe your productHow to earn trust in high-stakes categoriesHow to borrow credibility from celebrities and experts
7. Organic Content and Creators
How to find, vet and recruit creatorsHow to pay creators fairly and safelyHow to brief and manage creatorsHow to find and copy viral formatsHow to scale one format across many accountsHow to rank in AI search and SEO
8. Paid, App Store and Viral Growth
How to make ads that convertHow to turn organic winners into paid adsHow to structure and scale Meta campaignsHow to tell if paid acquisition is profitableHow to win in the App StoreHow to build viral and referral loops
9. Experimentation and Analytics
How to run trustworthy experimentsHow to judge test results correctlyHow to run more experiments fasterWhat metrics to track and how to define them
10. Building AI Products
How to build for the models of tomorrowHow to design AI interfaces beyond chatHow to design AI agents people can trustHow to measure AI quality with evalsHow to control AI costs and pricingHow to build products with AI coding tools
11. Teams, Hiring and Funding
How to hire people who thrive on ambiguityHow to organize small product teamsHow to run exploratory bets and kill themHow to work as a team with AI agentsWhen to raise money or sell your company
12. Founder Principles
How to pick a mission worth building a company aroundWhy to trust your own judgment over the consensusHow to turn failure and setbacks into the next stepHow to learn from rivals and copy what works
13. Choosing Where to Compete
How to make low cost your competitive advantageHow to create a market instead of fighting for shareWhy scarcity and brand can beat volumeHow to build an advantage that feeds itselfHow to attack a bigger rival where it cannot followWhen to stay focused on the core business
14. Building and Leading the Company
How to hire great people and give them roomHow to align pay and ownership with the missionHow to keep your culture and standards as you growHow to build candor and fast decision-makingWhy leaders must stay close to the work and customersHow to choose and prepare a successor
15. Capital and Deals
How to fund growth without losing controlHow to acquire companies and keep what makes them workWhat to do with cash: reinvest, buy back or holdWhy to keep a cash cushion and avoid heavy debtHow to structure ownership to protect your missionHow to negotiate deals that keep your leverage

1 The bottom line

Get cited by showing up where AI already looks: Reddit threads, top 10 listicles and free tools. This matters because AI answers pull from those sources and send free traffic, while classic SEO alone is slowing.

2 Key takeaways

  • Start by finding which sources AI cites for your prompts. There is no real prompt volume data, so you need a proxy and a source list.
  • Get into the community threads and comments that AI already cites. One cited thread can rank you for many prompts at once.
  • Get included on "top 10" listicles, and publish your own. AI engines lean heavily on that format.
  • Build free tools that lead into your product. Tools rank well in AI search and turn visitors into users.
  • Make the product good enough to keep users. Retention and quality decide what gets recommended.

you essentially get automatically be ranking on that particular search query

Matt Espinoza, Clover Labs

2.1 Find the prompts and sources that matter

Estimate AI prompt demand from Google volume, then map sources
No tool reports prompt volume yet, so Google impressions at a roughly 30% rate are the working proxy, per Matt Espinoza of Clover Labs.

Measure demand with Google data, then see which sources AI cites for each prompt.

  • Build a prompt list and estimate its volume from Google. Source: Matt Espinoza, Clover Labs21:55
    • Write a list of around 2,000 prompts.
    • Pull each query's Google volume from a tool like Ahrefs or Search Console.
    • Assume about 30% of that volume happens in AI search.
    • Clover generates about 150 million views from AI search across its customers.
  • Check which sources get cited for each prompt. Source: Matt Espinoza, Clover Labs21:55
    • Use the cited sources to decide where to publish.
    • The mix shifts. Over three weeks, Gemini, Perplexity and Google AI overview cited communities such as Reddit, Quora and Pinterest more Matt Espinoza, Clover Labs32:00.

2.2 Get into community sources

One cited Reddit thread ranks you for many prompts
Matt Espinoza of Clover Labs found one Reddit URL cited for five queries across three AI channels, and more and more often the cited item is a single comment.

Put your content inside the Reddit threads and comments that AI engines already trust.

  • Find the Reddit URLs cited across many prompts and engines. Source: Matt Espinoza, Clover Labs32:30
    • Look for threads that show up across ChatGPT, Gemini and Google AI overview.
  • Seed the thread with a better post or a comment. Source: Matt Espinoza, Clover Labs32:30
    • Post seeding means publishing a better version of the cited post.
    • Comment seeding means adding a comment with your own ranked list.
    • Increasingly the cited item is a single comment. A comment listing a personal top 20 became the source of truth.
  • Cover both community posts and blogs. Source: Matt Espinoza, Clover Labs32:00
    • Reddit citations dipped a little in ChatGPT but remain strong in blogs.

2.3 Get onto listicles

AI engines like "top 10" articles, so be on them.

  • Publish your own listicles and get included on others. Source: Edward Tian, GPTZero16:50
    • The GPTZero team found that GEO engines draw heavily on "top 10" articles.
    • They built more of them and got included on more of them.
    • This came on top of building the best product and reputation, not instead of it.

2.4 Build free tools and shareable output

Tools and product artifacts earn search and AI discovery without ad spend.

  • Build free calculators that lead into your core flow. Source: Ethan Ethier, Built With Science36:45
    • They built calorie and macro tools that lead into the quiz.
    • They also hired an external consultant and optimized existing content.
    • Organic SEO was about 30 to 40% of their traffic and started declining as people used AI search.
  • Let what users make with your product spread and get indexed. Source: Phil Carter, Elemental Growth32:30
    • Shareable artifacts create social loops plus search and LLM discovery.
    • Gamma's presentations and websites get shared, indexed and referenced in ChatGPT and Claude answers. Gamma grew with little paid acquisition and raised a Series B at a reported $2B+ valuation.

2.5 Back it with authority, quality and social

Citations last when the product is good and people can find you from every direction.

  • Use press to earn domain authority, then target easy keywords. Source: Dmitri, YourMove AI18:50
    • Coverage from the Wall Street Journal, Washington Post and Fox gave strong backlinks without paying for or hunting them.
    • He then picked low-competition, high-volume keywords and wrote blog posts with ads for the product.
    • The SEO blog drove nearly half of all traffic. A Fox Business appearance got fewer views than a single decent Reddit post.
  • Drive retention, because quality decides recommendations. Source: Tibo Sottiaux, OpenAI13:53
    • ChatGPT looks at retention numbers and plugin quality, not discovery wording.
    • A good plugin can be recommended to a significant slice of users. A weak one stops being recommended.
  • Run AI search and organic social together. Source: Matt Espinoza, Clover Labs38:19
    • Viral videos send people to the app store, and a Reddit post, citation or blog still surfaces when they search your app name.
    • Show what your app does inside those posts.
    • For consumer apps, go hard on both at once if capital and resources allow.

2.6 Where they disagree

Whether SEO is core depends on your product
Super UnlimitedYourMove AI
Product typeMobile-first appContent-led product
SEO's roleSide bet, won't over-indexCore channel
Web/SEO trafficNot in top 5 channelsNearly half of all traffic
WhyWeak conversion; AI overviews eat searchPress backlinks + low-competition keywords
A mobile app with weak web conversion treats SEO as a side bet, while a content-led product gets nearly half its traffic from its blog.

How much to invest in SEO, and how long Reddit stays a top source, depends on the product and the moment.

  • SEO is a core channel for some and a side bet for others.
    • For a mobile-first app, web traffic is arriving but is not in the top five channels. Tanuj Chatterjee, Super Unlimited10:00 says they will not over index on SEO, because conversion was weak and AI overviews are eating search space.
    • Content-led products see it differently. YourMove AI got nearly half its traffic from its SEO blog Dmitri, YourMove AI18:50.
  • Reddit's pull in AI answers is shifting.

Sources

Part of Organic Content and Creators in the growth library.