A year ago, half the marketing world told us "AI search" was overhyped. The other half was shipping "ChatGPT SEO checklists" in a week.
We ignored both.
Instead we did one boring thing: we scraped LLM citations. Every day. Across ChatGPT, Perplexity, Gemini, Claude. For hundreds of brands. And we asked one question when AI recommends a product, where does that recommendation actually come from?
Here's what we found that nobody was talking about:
I'm impressed by Wellow's approach to GEO — offering clear and actionable steps to take over an extended period (e.g. 90 days) of time to win greater share of citations on platforms like ChatGPT and Perplexity.
The pricing is also very reasonable.
What I particularly appreciate is their focus on leveling up your existing content rather than writing new stuff.
And yes, if you have gaps, they have a content engine that will help you fill them in, on brand, and on time!
Report
@chrismessina For someone with scattered workshop notes + PH launch playbooks already live, how does Wellow identify citation gaps ? Does it scan your current assets first, then suggest targeted upgrades for ChatGPT/Perplexity pickup?
@dayal_punjabi Wellows scans your live website. If those workshop notes or playbooks are already published on your domain, it can find them, evaluate what already exists, and recommend whether to optimize an existing page or create something new.
Wellows tracks real-user prompts across major LLMs, captures the actual answers, and measures whether your brand is present, how it’s framed, and how that framing changes over time so you can see the narrative AI systems are building about you vs. your competitors.
Report
The 'leveling up existing content rather than writing new stuff' angle is what got me, just launched my first iOS app and I have a landing page already, just don't know if it's AI-citation-ready.
Does Wellows work for mobile app pages or is it mainly focused on SaaS?
Wellows works for any web page. Feel free to share your page with me, and I’ll be happy to check it for you.
Report
this is the angle most e-com brands are completely blind to right now. they optimize for Google but have zero visibility on how ChatGPT or Perplexity describe their products to buyers.
curious about the agency side, any plans for a multi-brand dashboard? agencies managing 10+ clients would need that before adopting.
@romain_delgado Of course, in fact, many of our users are marketing agencies. Wellows already supports multiple projects, and each project has its own visibility tracking and analysis. So if you're managing 10+ clients, that’s absolutely a use case we have in mind.
Feel free to let me know if we can help in any way.
I’m Masab, founder of Wellows. Before I say anything else: we’ve launched on PH before — our previous product KIVA hit #3 in January 2025. So I know this community doesn’t mess around, and I don’t plan to waste your time.
The problem in one sentence:
Most AI visibility tools tell you if your brand got mentioned. None of them tell you why — or what to do about it.
AI models don’t pull answers from thin air. They pull from sources. If your brand isn’t in the sources being cited — Forbes, Reddit, TechRadar, niche blogs — your “visibility score” is borrowed, not earned. And your competitors might own more of that real estate than you think.
What Wellows does differently:
We go a layer deeper. When an LLM cites a third-party source, we scrape that citation and check whether your brand (and your competitors’) appears inside it. That’s what powers your AI Visibility Score — not raw mentions, but actual citation presence.
Then we close the loop:
Optimize — We tell you which existing pages to point at which prompts before suggesting you create anything new
Create — When new content is needed, our AI writing agent drafts it in a citation-ready structure
Outreach — We surface the exact URLs where LLMs are already pulling from in your space, plus contact emails to actually get placed there
Customers like Cloudways, Secure, Vettio, and PureVPN are already using it. 6,000+ users have shaped every feature you see today.
A candid note:
Wellows is a work in progress — and I mean that genuinely, not as a hedge. Everything we’ve built has come from users telling us what’s broken. If something feels off, I want to know. I’ll be here all day.
PH-exclusive offer: 20% off all plans for your first 3 months — use "ProductHunt" when checking out.
And a huge thank you to @chrismessina for believing in this early and bringing us to this community. Means more than you know.
@chrismessina@masabgadit For someone building personal brand in tech, how do you recommend prioritizing prompts/topics to optimize existing content before creating new pieces?
@swati_paliwal Great question! It all starts with the prompts you'd like to gain visibility from. We also offer GSC integration, which can help you identify the right prompts, this is the most important step and must be given proper attention.
Based on that, Wellows will find where your website is already being cited, either as a source or through third-party blogs and socials, and will generate action items for you based on the findings around:
What content to create
What content to optimize
Where to do outreach
Just follow the plan :)
Bonus: We do the same for competitors as well, so you'll be able to see where your competitors are outperforming your brand.
Hope that answers your question!
Report
been tracking llm visibility for our own product manually — the part that's hardest to do by hand isn't the initial snapshot. it's knowing whether what you changed last month actually moved anything. the trend is more useful than the score.
@webappski Of course, that’s not the best use of human hours, and it also creates plenty of room for human error. The challenge becomes exponentially harder when you’re tracking multiple prompts across multiple LLMs, each returning different citations.
At Wellows, we have a separate tab where users can see exactly what changed daily, which citations changed, and for which prompt. You can also compare any two dates, transparently!
Been using Wellows for a while now, and the part that really changed how I think about AI visibility is the citation/source layer. Most tools stop at “you were mentioned X times in ChatGPT.” Wellows goes one step deepe. It shows which third-party pages the model is actually pulling from, and whether your brand is present there or not. That shift is important because it makes things actionable. Instead of asking “how do I get mentioned more,” it becomes “which of these 10–15 articles do I need to be part of?” That’s something you can actually work on, reach out, get included, improve positioning.
Also, the “optimize existing content first” flow helped a lot. Congrats on the launch, Masab and team well deserved 👏
Grateful to have you as an early user, your feedback has shaped so much of Wellows. 🚀
Report
Congrats on the launch. I have used Wellows and as Chris said, the unique thing about it is that it doesn't stop at just showing visibility. It exactly tells you step by step how to win on different AI platforms, specifically around content. I have known the team for a long time; it all comes from their own experience of running multiple sites that generated millions of monthly organic website visitors.
One advice I would give is to build connectors with tools like Buzzstream because the next step after creating content is to outreach and publish at the right places.
@invinciblesaad Thank you so much, Saad 🙏, this genuinely means a lot.
Cloudways has been one of those partners that backed us early, and having a team with your scale and experience put their trust in Wellows has pushed us to keep raising the bar.
A huge thank you to you and the entire Cloudways team for the belief, the honest feedback, and for shaping so much of what Wellows is today.
Regarding Buzzstream: Thats in the making:) Ill share more details with you.
I'm impressed by Wellow's approach to GEO — offering clear and actionable steps to take over an extended period (e.g. 90 days) of time to win greater share of citations on platforms like ChatGPT and Perplexity.
The pricing is also very reasonable.
What I particularly appreciate is their focus on leveling up your existing content rather than writing new stuff.
And yes, if you have gaps, they have a content engine that will help you fill them in, on brand, and on time!
@chrismessina For someone with scattered workshop notes + PH launch playbooks already live, how does Wellow identify citation gaps ? Does it scan your current assets first, then suggest targeted upgrades for ChatGPT/Perplexity pickup?
@dayal_punjabi Wellows scans your live website. If those workshop notes or playbooks are already published on your domain, it can find them, evaluate what already exists, and recommend whether to optimize an existing page or create something new.
Wellows tracks real-user prompts across major LLMs, captures the actual answers, and measures whether your brand is present, how it’s framed, and how that framing changes over time so you can see the narrative AI systems are building about you vs. your competitors.
The 'leveling up existing content rather than writing new stuff' angle is what got me, just launched my first iOS app and I have a landing page already, just don't know if it's AI-citation-ready.
Does Wellows work for mobile app pages or is it mainly focused on SaaS?
@misbah_abdel Thanks for being here 🙂
Wellows works for any web page. Feel free to share your page with me, and I’ll be happy to check it for you.
this is the angle most e-com brands are completely blind to right now. they optimize for Google but have zero visibility on how ChatGPT or Perplexity describe their products to buyers.
curious about the agency side, any plans for a multi-brand dashboard? agencies managing 10+ clients would need that before adopting.
@romain_delgado Of course, in fact, many of our users are marketing agencies. Wellows already supports multiple projects, and each project has its own visibility tracking and analysis. So if you're managing 10+ clients, that’s absolutely a use case we have in mind.
Feel free to let me know if we can help in any way.
Hey Product Hunt 👋
I’m Masab, founder of Wellows. Before I say anything else: we’ve launched on PH before — our previous product KIVA hit #3 in January 2025. So I know this community doesn’t mess around, and I don’t plan to waste your time.
The problem in one sentence:
Most AI visibility tools tell you if your brand got mentioned. None of them tell you why — or what to do about it.
AI models don’t pull answers from thin air. They pull from sources. If your brand isn’t in the sources being cited — Forbes, Reddit, TechRadar, niche blogs — your “visibility score” is borrowed, not earned. And your competitors might own more of that real estate than you think.
What Wellows does differently:
We go a layer deeper. When an LLM cites a third-party source, we scrape that citation and check whether your brand (and your competitors’) appears inside it. That’s what powers your AI Visibility Score — not raw mentions, but actual citation presence.
Then we close the loop:
Optimize — We tell you which existing pages to point at which prompts before suggesting you create anything new
Create — When new content is needed, our AI writing agent drafts it in a citation-ready structure
Outreach — We surface the exact URLs where LLMs are already pulling from in your space, plus contact emails to actually get placed there
Customers like Cloudways, Secure, Vettio, and PureVPN are already using it. 6,000+ users have shaped every feature you see today.
A candid note:
Wellows is a work in progress — and I mean that genuinely, not as a hedge. Everything we’ve built has come from users telling us what’s broken. If something feels off, I want to know. I’ll be here all day.
PH-exclusive offer: 20% off all plans for your first 3 months — use "ProductHunt" when checking out.
And a huge thank you to @chrismessina for believing in this early and bringing us to this community. Means more than you know.
— Masab
@chrismessina @masabgadit For someone building personal brand in tech, how do you recommend prioritizing prompts/topics to optimize existing content before creating new pieces?
@swati_paliwal Great question! It all starts with the prompts you'd like to gain visibility from. We also offer GSC integration, which can help you identify the right prompts, this is the most important step and must be given proper attention.
Based on that, Wellows will find where your website is already being cited, either as a source or through third-party blogs and socials, and will generate action items for you based on the findings around:
What content to create
What content to optimize
Where to do outreach
Just follow the plan :)
Bonus: We do the same for competitors as well, so you'll be able to see where your competitors are outperforming your brand.
Hope that answers your question!
been tracking llm visibility for our own product manually — the part that's hardest to do by hand isn't the initial snapshot. it's knowing whether what you changed last month actually moved anything. the trend is more useful than the score.
@webappski Of course, that’s not the best use of human hours, and it also creates plenty of room for human error. The challenge becomes exponentially harder when you’re tracking multiple prompts across multiple LLMs, each returning different citations.
At Wellows, we have a separate tab where users can see exactly what changed daily, which citations changed, and for which prompt. You can also compare any two dates, transparently!
Been using Wellows for a while now, and the part that really changed how I think about AI visibility is the citation/source layer. Most tools stop at “you were mentioned X times in ChatGPT.” Wellows goes one step deepe. It shows which third-party pages the model is actually pulling from, and whether your brand is present there or not. That shift is important because it makes things actionable. Instead of asking “how do I get mentioned more,” it becomes “which of these 10–15 articles do I need to be part of?” That’s something you can actually work on, reach out, get included, improve positioning.
Also, the “optimize existing content first” flow helped a lot.
Congrats on the launch, Masab and team well deserved 👏
@nkirkan Thank you so much, Nurkan 🙏
Grateful to have you as an early user, your feedback has shaped so much of Wellows. 🚀
Congrats on the launch. I have used Wellows and as Chris said, the unique thing about it is that it doesn't stop at just showing visibility. It exactly tells you step by step how to win on different AI platforms, specifically around content. I have known the team for a long time; it all comes from their own experience of running multiple sites that generated millions of monthly organic website visitors.
One advice I would give is to build connectors with tools like Buzzstream because the next step after creating content is to outreach and publish at the right places.
@invinciblesaad Thank you so much, Saad 🙏, this genuinely means a lot.
Cloudways has been one of those partners that backed us early, and having a team with your scale and experience put their trust in Wellows has pushed us to keep raising the bar.
A huge thank you to you and the entire Cloudways team for the belief, the honest feedback, and for shaping so much of what Wellows is today.
Regarding Buzzstream: Thats in the making:) Ill share more details with you.
Grateful to have you in our corner 🚀