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).
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 🙏
finally something that doesn't just show me a sad score and leave me hanging, the "re-run the prompt after the fix" part actually shows whether my changes moved the needle
Ran it on a couple of prompts for our SaaS and actually got a deploy-ready fix I didn't have to rewrite. The before and after citation check is what sold me, since I can finally tell the team what worked.
Honestly the "prove" step is what sold me, since most rank trackers just yell at you when you drop. Liked that it actually loops back and shows if your fix moved the needle.
Really like that it doesn't just tell you you're missing from AI answers but actually gives you a deploy ready fix. Ran it on a test prompt and the re-run step is genuinely useful, closes the loop most tools leave open.
Love the close the loop angle, way more useful than the dashboards I have now. One thing that would make it stick for me is tracking competitor citation share over time on a simple chart so I can see if my fixes are actually moving the needle against them, not just whether my own score ticked up.
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.
RankEcho was featured in SEO (37.9k followers), Artificial Intelligence (474.1k followers) and Marketing automation (4.1k followers) on Product Hunt. Together, these topics include over 119.6k products, making this a competitive space to launch in.
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.
Want to see how RankEcho stacked up against nearby launches in real time? Check out the live launch dashboard for upvote speed charts, proximity comparisons, and more analytics.
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