... layer. When someone asks "what's the best tool for X?" AI gives an answer. And if your product isn't in that answer, you're invisible. The problem? Most solo founders have no idea where (or if) AI mentions their product. The big players have teams monitoring this. We don't. So I built AIRankCite, a tool that scans Reddit, Hacker News, and niche forums to show you exactly where AI is picking up signals about your product, where ... ... your competitors

... nobody was talking about: LLMs don't "rank" pages. They stitch together snippets from sources that often aren't even on page 1 of Google. The #1 lever for AI visibility isn't your website. It's third-party mentions (listicles, Reddit threads, niche blogs, comparison pages). Most "AI SEO tools" tell you your score. None of them close the loop. So we built Wellows to do the three things that actually move the needle: see what AI says about ... ... content it's pulling from, and get you mentioned

... about to buy. So when someone asks an LLM for a tool in your category do you show up? Most founders type their product name into ChatGPT for the first time and feel that quiet panic. Competitors show up. Inferior products show up. They don't. SEO gets you on Google. GEO gets you cited by AI. They're completely different games and most founders don't even know the second one exists yet. Directory presence, brand mentions

... Because the game changed and nobody sent a memo. More and more of your clients customers are skipping Google entirely. They go straight to ChatGPT or Perplexity, ask a question, get an answer, and click the brand that gets mentioned. If your client is not getting mentioned

... built a tool that watches Reddit for competitormentions and texts you here's why Last year I kept seeing posts like "looking for a Notion

... user research cited. No support ticket volume. No search volume in your category. This is a solution looking for a problem. What signal are you acting on?" We went back through our internal docs. Zero customer interviews. Zero mentions in support tickets over 12 months. Zero search volume in our own analytics. The feature was in the roadmap because a senior engineer thought it would be "elegant." We had been three weeks into development. Failure point #2: The integration with ... ... stated goal. No success metric. No evidence customers are asking for this. Without these, this is a cost center disguised as a feature." We pulled our customer call transcripts from the past six months. 147 calls. Not one mention

... reason is simple. Reviews have become one of the least trustworthy signals in the app ecosystem. They can be purchased in bulk from services that sell hundreds of five-star ratings overnight. They can be faked with disposable accounts. Competitors can and do leave one-star reviews on rival apps to damage their reputation. For smaller developers without the resources to fight back, this kind of manipulation can be devastating. Public community discussions work differently. When someone recommends ... ... questions, or share their own experiences. This kind of organic, public conversation is far more difficult to manufacture and far more valuable as a trust signal than an anonymous star rating. Brotherstock scans these public discussions automatically, finds genuine mentions

... been measuring what was easy to count, not what actually mattered. And I kept thinking: reputation management is still stuck in 2015 doing the exact same thing. The parallel is uncomfortable Most companies monitor brand reputation by tracking mention volume. Spikes up? Something's happening. Stays flat? You're fine. It feels rigorous. It produces charts. It goes in the quarterly deck. But mention

... their brand s overall performance and trends within generative engines. 1.1 Four Core Metrics The Overview page focuses on four key metrics: Visibility , Citation , Share of Voice , and Sentiment . Visibility: Indicates the proportion of relevant AI responses that actually mention your brand. A higher value means your brand is seen more frequently by AI within this domain. Citation: Measures, among all responses mentioning

... newsletters We had to build the site from scratch, so we had zero authority. That meant backlink hunting. It s highly manual, just working through lists of AI newsletters and smaller publications where we could get featured, linked, or mentioned. There s a community-generated list here which helped us: https://docs.google.com/spreadsh... This sort of work helps with discovery, helps with credibility, and helps create more pathways back to you. 5. AI-generated content Important mention

... found errors. Average cost: 28k." 120k impressions, 400+ new signups. Free resource: Post as a human. Share what you're learning in real time. People don't follow companies. They follow people. 5. Multi-Language: The Hidden Channel Most competitors track AI in English only. We built for 120+ languages from day one. Why: A German user asks in German. AI answers in German. If you're not in German content, you don't exist. One example: A US SaaS ... ... with perfect German translation had zero German AI mentions

... answer about your category includes comparisons. Always. When someone asks "best CRM for agencies," AI doesn't list one tool. It lists 3-5. And it compares them. The data: Content Type Citation Rate Pages with comparison tables +470% vs. average Pages that mention

... community I want to share something I've been building - Upvotics, a competitive intelligence platform for founders, marketers, and product teams who are tired of finding out what their competitors changed way too late. The problem I kept running into was simple. A competitor

... problem we kept running into Every founder and growth person I talked to was doing some version of the same thing: Manually scrolling Reddit and Slack to find relevant conversations Running half-broken n8n workflows with keyword alerts Checking competitormentions once a week (if that) Looking at their LinkedIn feed and seeing posts that were 10 days old And the frustrating part? The conversations that actually mattered like buyers switching tools, people asking for

... know if AI recommends their business? So we built Discovery the way we wished those tools worked. Simple. Visual. Built for you. Discovery tells you exactly how AI sees your business today. Ask ChatGPT about your industry, your competitors, your city. Does it mention

... There are a lot of GEO / AEO tools launching right now. Most of them simulate prompts and track mentions. That s useful. But we kept seeing the same problem: Simulations real AI traffic impact. Atyla was built differently. It s powered by real AI traffic data from Senthor, which works with major French-speaking media groups and large publishers. Instead of guessing how LLMs rank brands, we observe actual patterns in how AI crawlers behave and how traffic flows. That ... ... changes everything. We now work with SEO agencies and brands like lemlist to help them: Track how ChatGPT, Gemini and Perplexity mention

... built an MVP for a marketing assistant platform that helps you find brand-relevant mentions and respond to them in your own voice. The AI learns about your company, understands your tone and writing style, and helps you engage naturally. It also helps you create Reddit posts and suggests improvements based on the best-performing posts in each subreddit - showing you how to tweak content to increase visibility and reach. You can fetch users from relevant threads, save them ... ... leads, and DM them. The same applies to Bluesky and YouTube, where you can reply to keyword - based mentions

... Product Hunt community! I'm excited (and a bit nervous) to share that Mentionrank is launching TODAY on Product Hunt! What is Mentionrank

... targeted subreddits where our audience hangs out, read every rule, and posted on showcase days. The first posts got crickets , but after tweaking tone to fit each community, engagement picked up fast. Lesson: tone > subreddit size. Honest mentions > cold self-promo When a thread aligned with our product, we shared it openly as part of the Lumi.new team. One short, honest comment brought in hundreds of visitors. Authenticity really works. Tracking conversations = hidden gold We used keyword alerts ... ... like f5bot) to monitor relevant discussions and competitor

... Thirdeye provides AI-search analytics for performance oriented marketing teams. Unlike classic search engine tools that chase organic rankings, it focuses on how large language models (LLMs) such as ChatGPT, Claude, Gemini and Perplexity mention and cite brands. The platform monitors brand mentions

... What is Thirdeye? Thirdeye is your AI visibility and intelligence layer. It tracks how AI answer engines talk about your brand, then turns those mentions into usable intelligence: who said what, where, with what tone, and how that changes over time. It monitors platforms like ChatGPT, Claude, Gemini, and Perplexity, runs custom prompts at scale, benchmarks competitors

... even see? It could be a button animation. A haptic buzz. A typo you couldn t let slide. Would love to hear what you ve built or noticed that makes you smile, even if no one else ever mentions it. Leon Co-founder @ Intecular Comment from Zagita(@rani_zagita): As a visual person, I always geek out over the tiny design choices most people scroll past! That perfect app icon balancing cuteness and sleekness? Chef's kiss ... ... initial build, we went all-in on gamification: XP, badges, you name it, unequivocally convinced it would be our silver bullet. Turns out retention was never our problem, and when user feedback rolled in, not one feedback mentioned

... cells are now plotted on the chart based on date: When you upload a CSV file, just map a date column, and your feedback will show up on the Trends chart exactly like feedback from our integrations. View Trend mentions by day, week, month. Trends are available on all Pro, Team, and Enterprise plans. Give it a try and let us know what you think! Recent updates: We ve rolled out several updates in the past few months. Here ... ... powered by your Project organization Kraftful Inbox Unified insights from all your sources in one place. Auto-suggested projects with one-click sorting Inbox analysis refreshes daily into ONE list of unique insights with a clear count of mentions

... driver s seat. You decide which projects get created and can rename them to match your team s language, guiding our AI to better align future insights with your priorities. Want more context? Just click on the mention number to dive into the original feedback behind each trend. Trends are available on all Pro, Team, and Enterprise plans. Give it a try and let me know what you think! Recent updates: We ve rolled out several updates in the past ... ... months. Here are the highlights: Kraftful Inbox Unified insights from all your sources in one place. Auto-suggested projects with one-click sorting Inbox analysis refreshes daily into ONE list of unique insights with a clear count of mentions

... intentionally didn t include a source column directly in the Inbox itself, to avoid clutter so that insights stay easy to grasp at a glance. But if you re ever curious about an insight s origin, just click the mention number. You ll see verbatim mentions