This product was not featured by Product Hunt yet. It will not be visible on their landing page and won't be ranked (cannot win product of the day regardless of upvotes).
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RankEcho
Find, fix, and prove your AI search visibility.
When buyers ask ChatGPT, Perplexity, or Google's AI for the "best" tool in your category, you're either named or you're not. Most tools just monitor — they flag a dropped score but not what to change or whether it worked. RankEcho closes the loop: Find — where AI cites competitors instead of you. Fix — a deploy-ready change for each gap. Prove — re-run the prompt and see if the citation moved. Anyone can tell you you're invisible in AI search. RankEcho proves you fixed it.
I'm Abiot — the builder behind RankEcho. I’m going to be completely transparent with you: I am launching today with no marketing budget, no email list, and no big-name Hunter backing me up — just my curiosity, and the evidence. The upside for you is that every reply in this thread today comes from the person who built it.
This started with a problem I kept running into on my other projects. When you ask ChatGPT, Perplexity, or Google's AI "what's the best tool for X," it names a short list. If you're on it, buyers find you. If you're not, you're invisible — and you often don't even know it's happening. So I went looking for a tool to fix it, and found a strange gap: almost everything in this space monitors. It tells you your visibility score dropped. It shows you a nice looking dashboard. But it doesn't tell you what to change, and it definitely doesn't tell you whether the change worked.
Measurement without action — a thermometer, not a treatment.
That's what RankEcho is built to close. It's three steps:
Find — see exactly where AI answers cite your competitors instead of you, across engines and the questions your buyers actually ask.
Fix — get a specific, deploy-ready change for each gap, not just a diagnosis.
Prove — re-run the exact prompt after you ship the fix, and see whether the citation actually moved.
That last step is the whole point, and it's the part I couldn't find anywhere else. Anyone can tell you you're invisible in AI search. RankEcho shows you what to do about it — then proves it worked, with a before-and-after you can hand to a client or a boss.
It runs on Cloudflare, and every audit runs across all five engines — ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews — on every plan. There's a free audit so you can see your own gaps before deciding anything. Next on the roadmap: automated fix deployment — approved changes landing as pull requests in your own repo. If you'd want to be a founding design partner for that, say so below.
Launch gift for hunters: code OMXYERGS — 20% off any plan for your first 12 months.
I'd genuinely love your feedback — what's confusing, what's missing, what you'd want it to do. And if you try the free audit, tell me what it surfaced about your site. I'll be here all day answering everything. Thanks for taking a look 🙏
— Abiot
About RankEcho on Product Hunt
“Find, fix, and prove your AI search visibility.”
RankEcho was submitted on Product Hunt and earned 13 upvotes and 11 comments, placing #134 on the daily leaderboard. When buyers ask ChatGPT, Perplexity, or Google's AI for the "best" tool in your category, you're either named or you're not. Most tools just monitor — they flag a dropped score but not what to change or whether it worked. RankEcho closes the loop: Find — where AI cites competitors instead of you. Fix — a deploy-ready change for each gap. Prove — re-run the prompt and see if the citation moved. Anyone can tell you you're invisible in AI search. RankEcho proves you fixed it.
On the analytics side, RankEcho competes within SEO, Artificial Intelligence and Marketing automation — topics that collectively have 516.1k followers on Product Hunt. The dashboard above tracks how RankEcho performed against the three products that launched closest to it on the same day.
Who hunted RankEcho?
RankEcho was hunted by Abiot Y. Derbie. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of RankEcho including community comment highlights and product details, visit the product overview.
Abiot Y. Derbie
Hey Product Hunt 👋
I'm Abiot — the builder behind RankEcho. I’m going to be completely transparent with you: I am launching today with no marketing budget, no email list, and no big-name Hunter backing me up — just my curiosity, and the evidence. The upside for you is that every reply in this thread today comes from the person who built it.
This started with a problem I kept running into on my other projects. When you ask ChatGPT, Perplexity, or Google's AI "what's the best tool for X," it names a short list. If you're on it, buyers find you. If you're not, you're invisible — and you often don't even know it's happening. So I went looking for a tool to fix it, and found a strange gap: almost everything in this space monitors. It tells you your visibility score dropped. It shows you a nice looking dashboard. But it doesn't tell you what to change, and it definitely doesn't tell you whether the change worked.
Measurement without action — a thermometer, not a treatment.
That's what RankEcho is built to close. It's three steps:
Find — see exactly where AI answers cite your competitors instead of you, across engines and the questions your buyers actually ask.
Fix — get a specific, deploy-ready change for each gap, not just a diagnosis.
Prove — re-run the exact prompt after you ship the fix, and see whether the citation actually moved.
That last step is the whole point, and it's the part I couldn't find anywhere else. Anyone can tell you you're invisible in AI search. RankEcho shows you what to do about it — then proves it worked, with a before-and-after you can hand to a client or a boss.
It runs on Cloudflare, and every audit runs across all five engines — ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews — on every plan. There's a free audit so you can see your own gaps before deciding anything. Next on the roadmap: automated fix deployment — approved changes landing as pull requests in your own repo. If you'd want to be a founding design partner for that, say so below.
Launch gift for hunters: code OMXYERGS — 20% off any plan for your first 12 months.
I'd genuinely love your feedback — what's confusing, what's missing, what you'd want it to do. And if you try the free audit, tell me what it surfaced about your site. I'll be here all day answering everything. Thanks for taking a look 🙏
— Abiot