How to Reverse Engineer Any Company’s Growth with AI

Every fast-growing company leaves public clues: the ads it runs, the pages it ranks for, the people it hires, the features it ships. AI helps you collect and connect those clues into a clear picture of what is working.

You cannot copy a company’s results, but you can learn the moves behind them.

• A company a few steps ahead of you, not a giant
• Selling to a similar customer
• Growing recently, not years ago

Using web search, build a growth dossier on [company]: founding date, product, pricing, target customer, funding, key launches, main marketing channels, and notable growth moments in the last two years. Cite every source and mark anything uncertain.

• Use free tiers of traffic and SEO tools to estimate top pages and keywords
• Look at which pages they keep adding: comparisons, templates, integrations, or tools
• Check the Wayback Machine to see how their homepage and pricing changed

Third-party traffic numbers are estimates; use them for direction, not precision.

• Meta Ad Library shows ads running on Facebook and Instagram
• Google Ads Transparency Center shows search, display, and YouTube ads
• LinkedIn’s ad library shows B2B ads
• Ads that run for months are usually the ones that work

• Which formats and topics get the most engagement
• How often they post and where
• Founders and employees who post for the brand
• Newsletters, podcasts, and communities they run

• Changelogs and release notes
• Free plans, trials, and freemium limits
• Pricing page changes over time
• Integrations and marketplaces they joined

Job posts show where a company is investing: many sales roles mean outbound, many content roles mean SEO, and roles in new countries mean expansion.

• App store and software review sites show why customers chose them
• Reddit and forums show what people say unprompted
• Ask AI to group reviews into reasons to buy and complaints

Here is my research on [company]: [notes]. Map their growth engine: the main acquisition channels, what turns visitors into customers, what keeps customers, and the three moves that most likely drove growth. Separate evidence from guesses.

• Pick one move that fits your business
• Adapt it, do not copy it word for word
• Run a small test with a clear metric
• Keep what works and drop what does not

• Use only public information
• Do not scrape sites against their terms
• Never pose as a customer to get private information
• Do not copy content, ads, or designs