... 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

... marketing problem. They think: "Let the SEO team handle it." Here's why that's wrong: Your product is being evaluated by AI every single day. When potential users ask: "What's the best tool for [your category]?" "Alternatives to [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

... they have an optimized website, and if they are showing up in AI search results like ChatGPT, Google AI Overview, and Perplexity. Each business gets a Need Score (0-100) so you instantly see who's desperate for help vs. who's already handled. No more guessing. But I didn't want a data tool; I wanted a closing tool. So I built four workflows directly into the platform: 1. Decision-Maker Contact Reveal: This was the feature I wish ... ... Call Booked Closed. No switching to HubSpot or a spreadsheet; your entire pipeline lives where your leads live. 4. Market Intelligence Charts: Each scan gives you a full analytics dashboard rather than just a list. You get an SEO vs

... would need to reach a break even. - How much revenue you want to get. That could help you shape the target of your commercial services. Comment from M nevver (@munevver_ertuncccc): I like the way you framed it around general vs tailored value, that s a really clean way to think about it. For products, it often feels similar: free should help users understand the value, while paid should unlock outcomes they can t easily get on their own. The tricky ... ... dozens of high-quality one-off videos every year. But if you want a 25-hour course on some deeper subject (how to play piano, speak French, etc) this is a different medium entirely. It is hard to consume 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

... www.youtube.com/watch?v=zhhYa8geAKI From TechCrunch : Video editing app VSCO is adding a set of new AI image editing tools, support for high-resolution RAW files, non-destructive edits, and content-aware region detection. The AI tools will be housed in a new tab called AI Lab , which also brings AI-powered object removal chops, similar to Google and Apple s homegrown offerings. VSCO

... results as Excel, CSV, JSON , send them to Google Sheets , or pull them via REST API into your own tools and pipelines. - Scheduled runs (paid plans) On paid tiers you can schedule recurring runs to monitor prices, inventory or competitors automatically. - Enterprise tier Custom robots for almost any website, large volumes, complex workflows and the ability to combine multiple parsers inside a single recurring task with hands-on support from our team. - Data retention Parsed results are stored ... ... cloud for up to 3 months so your team can re-download or re-use them. What you can do with Webbee-AI - Marketplace analytics Track competitors

... 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

... friends at Kittl just launched a great alternative today which enables everyone to create complex Illustrator like designs without the need to study complex software (so they are coming from a ux and ease of use angle): https://www.producthunt.com/post... I was wondering who of you are using alternatives