... problem was never the words. It was always the order. What I built from these patterns After 59 teardowns, the most common question I received was: " How do I know if my email has this problem? " Not a competitor's email. Their email. The one sitting in drafts right now. The one they're about to send to 6,000 users without knowing whether the architecture is working against them. Manual teardowns don't scale. One person, one teardown ... ... article's performance change after the fix? Is this a real client or a hypothetical teardown? What should a consequence-first brief actually look like? How do I know if my own content has this problem? Who is Alex Iliescu

... According to the 2025 @Stack Overflow Developer Survey (49,000+ participants), @VS Code still is the most-used dev environment, maintaining the top spot thanks to its marketplace. @Kilo Code , @Github Copilot , @Ultracite ... What are the extensions that significantly improve your coding workflow? Comment from Viorel Mocanu(@viorelmocanu): @fmerian  Thanks! :) Comment from fmerian(@fmerian): @viorelmocanu  great list! Comment from fmerian(@fmerian): @nathan044  any extensions in particular you'd recommend? Comment from Viorel Mocanu(@viorelmocanu): I've been ... ... tweaking this setup for about 6 months now, it's getting better by the day as the agentic harness matures, but plugins really help all this work well in VSCode

... Most AI visibility tools show you a dashboard. They tell you where you're invisible. They show you competitors winning. Then what? You stare at the screen, knowing there's a gap, but no idea how to close it. RAIVE 2.2 (Rankfender AI Visibility Engine) fixes that. It's not just a tracking engine. It's a prescription engine. It analyzes where competitors

... just exposure, but the degree to which AI treats your brand as a credible source . Share of Voice (SOV): Represents your brand s voice share within AI narratives the probability that AI mentions your brand rather than a competitor when answering a topic-related question. Sentiment: Captures the emotional tone of AI mentions positive, neutral, or negative showing how AI portrays your brand. Together, these four metrics answer the two most fundamental GEO questions: How frequently does AI mention ... ... brand? and In what tone and context is the brand represented? 1.2 Trends and Competitor

... Maybe more. Here's the painful truth: Your site is translated. Your AI visibility isn't. When a German user asks ChatGPT in German about your category, you're invisible. When a French prospect searches Perplexity in French, your competitor shows up. Translation AI visibility. And it's costing you. The Data We tracked 200 SaaS companies with multilingual sites at Rankfender. Market % Visible in Local AI Answers US (English) 64% UK (English) 58% Germany (German) 22% France (French ... ... Founder: B2B SaaS, 8M ARR "We spent 40k translating our site into German and French. Beautiful work. Native speakers. Perfect messaging. Six months later, we checked German AI answers about our category. We weren't there. Not once. Our competitor

... 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. A local competitor

... Rankfender , we've identified clear patterns. Certain content types get cited 3x more often than others. Here are the 7 content types that win AI citations with real examples you can steal. First, the data: Content Type Citation Rate (vs. average) Best For Comparison pages 3.2x higher "X vs

... Average monthly retainer for AI visibility audits 1,200 2,500 Average monthly retainer for ongoing AI visibility + content 2,500 5,000 First-mover advantage is real. The agencies offering this now are locking in clients before competitors even know the category exists. Service Model #1: The One-Time AI Visibility Audit What it is: A comprehensive audit showing where the client appears (or doesn't) across ChatGPT, Google SGE, Perplexity, and Gemini. Deliverables: 20 50 keywords analyzed Screenshots ... ... actual AI answers Competitor

... hurt early-stage founders. When you are in the early stage, you already doubt yourself enough. You are building, fixing, testing, trying to get users, trying to stay alive. Then you open LinkedIn, X, or founder communities and see competitors posting MRR screenshots, traffic spikes, and growth wins nonstop. And if you do not have built-in credibility, it hits even harder. You are not ex-Google. You are not YC-backed. You do not already have a huge audience ... ... sometimes the answer is no. Sometimes your product is actually better. Sometimes your users are happier. Sometimes your direction is stronger. But the other company is just better at turning random things into a growth story. We saw a competitor

... schema 71% 19% Cite data sources 68% 27% Part 3: What content wins AI citations? This is the question everyone asks. Here's the data: Top 5 content types by citation rate: Comparison pages (X vs Y) 3.2x average Structured FAQs 2.8x average Data-driven articles (with stats, tables, studies) 2.4x average "How to" guides (step-by-step) 1.9x average Original research 1.7x average What performs poorly: Short opinion pieces Thin content (<500 words ... ... great for blue links. But none of them show you how you appear in AI answers. Here's what we track: Actual AI-generated answers mentioning your brand Citation rates across ChatGPT, Google SGE, Perplexity, Gemini Share of voice vs

... connects directly to GSC and runs real-time analysis across 50+ SEO aspects: Top Page and Query Performance Top Mover Delta Analysis Growth and Decay Analysis Performance Trends Rank Disparity Analysis CTR Uplift Analysis Impression and CTR Segmentation Brand vs. Non-Brand Performance Cannibalization Analysis Topical Cluster Performance Device Parity Analysis Device Distribution Country Performance Long Tail Performance Trust and Authority Analysis Then it doesn't just report it. It moves from Performance Opportunity Analyze Fix Apply. Automatically. Comes with ... ... audits. Then: AI Brand Visibility Brand Analysis Prompt Run Prompt Tracking Competition Tracking Citation Tracking Monitored across Gemini, ChatGPT, Claude, Perplexity, Grok, and LLaMA. It surfaces missing semantic anchors, authority gaps, structural issues, knowledge reinforcement weaknesses, and citation loss vs

... plays a significant role in how products appear in Google search results. What surprised us was that AI assistants like ChatGPT were rarely citing Product Hunt in product recommendations. AI assistants such as ChatGPT and Gemini rely on reviews, alternative lists, and structured product information gathered across the web. Product Hunt is strong across all three. In theory, this should make Product Hunt a natural source for AI-driven product recommendations and comparisons. In practice, it was not happening ... ... many tools which systematically run prompts against several AI models daily, and measure visibility of a product within prompts. We're using a new tool called @Gauge . We chose because a) their citation tracking is more useful than the alternatives

... sparked an interesting thought experiment: how likely is it that we ll see AGI (AI that thinks and learns like a human) within the next five years? The report highlights a fascinating divergence: the view from money vs. the view from science. Money : the probability inferred from trillions poured into data centers, Nvidia chips, and servers. Investors seem to be betting that AGI is inevitable. Science : the probability inferred from research papers and AI development models. Experts are far more ... ... might be ahead of reality. Expect volatility, overpromised outcomes, and valuable lessons along the way. Meanwhile, AI continues reshaping work, attention, and human behavior. I d love to hear the community s perspective: Are you seeing this money vs

... from chat history? 2. How do you iterate? Do you have a systematic approach or just tweak until it works? 3. Different prompts for different models? Or do you use the same prompt for ChatGPT, Claude, Gemini? 4. Text vs image prompts do you treat them completely differently? I've noticed I was doing the same optimizations over and over (adding role, being more specific, structuring output format), which made me wonder if everyone has their own "prompt formula." Would ... ... love to hear your workflows! Comment from Ilia

... what sucks / what's good. Anyone down to help? Im struggling right now with getting users and i just wanna know if this is any good outside my bubble of nice friends. Would really help me out! Comment from IliaIlinskii(@

... tested them all building the same "Todo" app from scratch using identical prompts, requirements, and a stopwatch. The goal: Which AI tool actually delivers production-ready output, not just pretty demos? Watch the full head-to-heads: JustCopy.ai vs Base44: https://youtu.be/c79HJaWz6Y8 JustCopy.ai vs

... noticed two main narratives in how companies view their competitors. Either it s a fight to the death approach exactly like what we see between Replit and Lovable (though it seems Replit does more of the provoking ) basically: We speak badly about our competition. Or it s more motivational: We speak positively about our competition. Tho I do not know whether I have seen some example of this competition, I can see it only in terms of personal branding when ... ... people do not want to say bad things about someone, even when they are competitors

... According to the 2025 @Stack Overflow Developer Survey (49,000+ participants), @VS Code and @Visual Studio remain the most used dev environments, despite the rise of subscription-based, AI-enabled code editors @Cursor  and  @Windsurf  among others. Both maintain their top spots relying on extensions as optional, paid AI services like @Github Copilot and @Kilo Code . Curious which IDE the Product Hunt community uses the most? Comment from Andr J(@conduit_design): Cline is just miles ahead ... ... rewind and stop mid session etc. Comment from Andrew Stewart(@andrew_g_stewart): @1001binary   @fmerian  I used to use @Cursor , and then @Windsurf . Once I started using @Claude Code as my AI agent, I switched back to VS

... brand mentions across these models in real time, analyses sentiment and provides prompts showing how and where the brand is being referenced. It also sends real time alerts when a brand is cited by an AI model and offers competitor monitoring to identify positioning gaps. Thirdeye as one of the most-advanced AI analytics and recommendation platform that helps brands get discovered not just on Google but inside ChatGPT, Claude, Gemini and Perplexity, emphasising that if you aren t cited ... ... platforms such as ChatGPT, Claude and Gemini are becoming the new homepage for information, so brands must optimise for visibility across these models. This shift is supported by wider industry data: according to Nowspeed s guide on AEO vs

... Wanted to share an app which I built initially for myself but thought of expanding it for everyone, It helps you organize your links, videos, articles and other media posts with custom categories. Share directly from any App with iLinkVault Share Extension App is 100% Free to download and there are no In-App Purchases or Any Subscriptions as well. Totally works on Device, No Server or Cloud interaction. No Data is collected, Not even any analytics. Would love ...

... strictly interact w/a chatbot? I also like @Reclaim for things that I really want to have a blocked time slot -- it dynamically moves items on your calendar based on priority and your current bookings. Comment from Ramin(@ramin): @ilia_productdesigner  Just see for yourself - try this prompt now: "give me recap of what I have been working on in the last 7 days, check in on anything that still seems like a loose end, and what main main focus ... ... Thanks for sharing! Comment from Viktor Solovej(@viriava): No, for me, it's too limited and cannot work with my everyday tools. That's why I decided to create my own AI tool to manage scheduled tasks. ;) Comment from Ilia

... every tool has its hidden traps and secret advantages only daily users know about. I'd love your experience on these points: Which automation tool are you actually using right now, and why? What's best for newbies vs. advanced users? Have you discovered any hidden limitations or unexpected costs for those platforms? Drop your thoughts below Let's help each other automate smarter! Comment from Simone Bonechi(@simone_bonechi): I am still looking for some useful tool, but fortunately ... ... ideal for heavy-duty automation. For more complex use cases involving loops, data manipulation, or branching logic, you might hit its functional ceiling and need to look into more powerful tools like @Make. Comment from Andrea Orr (@andrea_orru): @ilia

... everyone! Excited to finally join the Product Hunt community and connect with fellow makers, designers, and founders! I m Ilia, a UX designer with a passion for building products from 0 to 1 Over the years, I ve worked with startups to Shape their user experiences Optimize engagement Create products that actually make an impact How I can be helpful I d love to contribute to the community by sharing my experience in UX & product thinking happy to give ... ... curious, you can check it out here, built on Notion Make Dashboard Let s chat Looking forward to learning from all of you, sharing insights, and being part of this awesome community! Comment from Rajiv Ayyangar(@rajiv_ayyangar): Welcome Ilia