AAO

AI Search Optimization Tool

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March 19, 2026 I'm building a tool that shows companies what AI says about them — and it's usually wrong

Hey IH! I'm Heejae, a solo founder based in Seoul, South Korea. I'm building AAO (AI Answer Optimization) — a diagnostic tool that checks how accurately ChatGPT, Gemini, and Perplexity describe your company.


## The problem I discovered


I asked ChatGPT about a company I was working with. The answer included wrong revenue numbers, an outdated address, and cited a job board instead of the official website.


The company owner said "it looks fine when I search." Turns out, his ChatGPT had conversation history. When you ask the same question in a fresh session with zero context, the answer is completely different.


That's when I realized: most companies have no idea what AI is telling people about them.


## Why this happens


Most company websites are built for humans — nice design, animations, marketing copy. But AI crawlers see the raw HTML. And for many sites (especially React SPAs), the raw HTML is literally:


```html

<div id="root"></div>

```


So AI engines pull from whatever third-party source has cleaner data — job boards, review sites, old news articles. Often with wrong or outdated info.


## What I built


AAO does three things:


1. Structural lint — checks if your site is AI-readable (static HTML, JSON-LD, sitemap, robots.txt)

2. AI delivery check — actually asks ChatGPT, Gemini, and Perplexity about your company and compares the answers to your declared facts

3. AI Profile Page — a dedicated /ai-profile page with all your official facts structured for AI consumption


The free diagnostic tool is live at [aao.co.kr/diagnose](https://aao.co.kr/diagnose).


## Where I am now


- Solo founder, bootstrapped

- Product is live in beta

- Tested against 100+ company websites

- Applied for a Korean government startup grant (results pending)

- Just published my first technical article on [Medium](https://medium.com/@bhj31029943/why-ai-search-engines-miss-official-company-facts-and-what-you-can-do-about-it-0ebf3b3f6660)


## Key insight so far


The companies that need this most are the hardest to convince. Their typical response: "Why do I need to change anything? My site looks fine."


That's because they test with their own search history. Their customers search from zero context — and get a completely different (often wrong) answer.


## What's next


- Onboarding first paying customers

- Adding external signal monitoring (checking what third-party sources say about you vs. your official facts)

- Product Hunt launch


Would love feedback from anyone who's worked on SEO/AEO or AI-related tools. Have you checked what AI says about your own company?


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Built by [Heejae Byun](https://heejaebyun-portfolio.vercel.app) · [AAO](https://aao.co.kr) · [LinkedIn](https://www.linkedin.com/in/heejae-byun-2887671b3/)

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About

AI search engines like ChatGPT, Gemini, and Perplexity are becoming the new front page for companies — but most official websites are invisible to AI crawlers. I built AAO because companies deserve to control how AI desc