Matt

I shipped 5 apps that made $0 before the 6th worked. Then I shipped a 7th: AudFlo.com It's an audit tool that shows you what AI engines see when they crawl your site. Built specifically for vibe coders shipping with Lovable, Bolt, v0, and Cursor. Free audit on any URL. No signup needed. Try it on your site and reply with your score. #buildinpublic

Day 5 of building AudFlo.com in public. So far: 116 audits completed. 28 founders ran multiple audits and used the enhancement prompts to improve their webapps. 12 founders are actively collaborating with me to make AudFlo more valuable. The biggest insight so far: Most founders are optimizing for Google rankings. But AI search behaves differently. It relies on probability, entity associations, retrieval confidence, and cross-platform consensus. That completely changes how visibility works. Based on user feedback, here’s what I’m building into AudFlo V2.0: 1. Checks how confident AI systems are when pulling information about your brand. 2. Checks what topics AI connects your brand or product with. 3. Shows how strong your content authority is around specific topics. 4. Measures how likely AI systems are to quote or reference your content. 5. Finds places where your visibility breaks down or disappears online. 6. Checks whether your brand keeps appearing consistently enough for AI to “remember” it. 7. Measures whether your online presence is strengthening over time across platforms. 8. Checks if different platforms describe and recognize your brand the same way. 9. Estimates how likely AI is to recommend your product to users. 10. A map showing how your brand, topics, competitors, and mentions connect together online. The goal is becoming clearer: Help vibe coders and founders understand whether AI systems can actually discover, understand, trust, and recommend their products. Give it a try. Appreciate feedbacks 🙏 #buildinpublic

Hey Emmanuel! I am still in the feedback stage. I am currently reaching out to founders, showing them all the blind spots and how their webapp fair against AI like: "No images are wrapped in

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@MattQR @CricTalk29 Hey Matt, this is interesting — especially the visibility. Curious, how are you planning to get your first 10 users?

Eagerly Looking to connect with people who’re building in: 🚀 SaaS 🤖 AI 🌐 Web Apps 📱 Mobile Apps 💻 Tech 📊 Startups 🧠 Indie Hackers If these categories belong to your Product… Drop your product, let’s get some users to try it out.👇

@dshukertjr Awesome! Please do! Would greatly appreciate your feedback Tyler!

@MattQR Wow this is great! Let me use it on my next side project next week!

What are you building with Supabase right now? 👀 Drop your projects below 👇 Cool apps, projects, web, mobile, CLI, or anything! I want to see what builders have been up to with Supabase!

@DesignByMaeL @MicroLaunchHQ Thanks MaeL! Cant agree more! AudFlo is trying to create that “holy shit” moment by showing founders that AI often understands their competitors far better than it understands them because their entity signals, topic coverage, and web presence are not strong enough.

Wow this is actually a really smart angle because most founders still think in terms of google/search traffic while AI discovery is quietly becoming a separate layer entirely. What the first holy shit we’re basically invisible to Ai moment is for users though. feels like making that visibility gap emotionally obvious early is probably what drives action here.

What are you building or marketing this week? Let’s drive you traffic.

@Jhoncls4 @CricTalk29 Hey Jhon. Sure! Sounds awesome!

@MattQR @CricTalk29 Hi! Would you like to list your project on a Product Hunt alternative for free? They’re looking for unique projects, and yours would be a great fit.

@aschapmann Congrats Axel!

BIG MILESTONE: RedShip just crossed 1,000 users 🎉 Launched in December 2025: 👤 1,003 users 💳 67 customers 💰 $2,966 generated RedShip is growing !! (more than the plant behind me 🪴😭)

@rezoundous Can’t agree more!

Own vibe coded tools are replacing SaaS subscriptions one by one.

@sflorimm Congrats to you Floro!

5900 followers. congrats to me 🥳 thanks you all for following my journey!

Consensus in AI search is basically repeated agreement across the web. Learnt this from ahref. If many trusted sources consistently connect your brand to the same topic, AI gains confidence mentioning you. For example, Reddit discussions, YouTube videos, blog articles, comparison pages, reviews, podcasts or social mentions If they all describe your product similarly, the model starts forming a stable association. That is why distribution is no longer just traffic. It is basically training the internet to understand who you are.

@MattQR How consensus is achieving in AI search?

Most founders think AI search works like Google rankings. It doesn’t. AI works on probability, consensus, and entity associations. That really changes how distribution works entirely.

@dharmvir_ Here’s mine. AudFlo.com

Drop your VIBE CODED project below I want to see your prompting skills

This shift is exactly why I built AudFlo.com Most vibe coders are building products AI barely understands yet...

One thing most founders still do not understand about AI search: AI does not think in rankings. It thinks in probability. That means your brand is no longer competing for a single keyword position. You are competing to become the most probable answer. That probability gets shaped by: • repeated web mentions • topical authority • entity consistency • citations • YouTube presence • Reddit discussions • editorial mentions • structured content This is why some smaller brands suddenly appear inside AI answers while bigger companies disappear entirely. The internet is quietly shifting from search engine optimization to memory optimization.

I think the future of internet is shifting from: “Who ranks highest” to: “Who does AI trust enough to mention”

AI search quietly turns 1 query into 10 to 20 hidden searches behind the scenes. That means shallow content loses hard.

Just found out that your brand can be mentioned by AI without getting a link... And weirdly enough, that still matters a lot. Because repeated mentions train association strength over time.

@alexmacgregor__ Thanks Alex! Took a couple of minutes to audit all your webapps. TryMedia.ai seems to be the best performing amongst the rest. Give it a try. Appreciate your feedback.

@MattQR Very good idea

What are you building? Let’s drive traffic/users to your product👇