... preset model providers. Interaction & Workflow When rejecting a tool call from the assistant, you can now provide a "reason for rejection". This helps the assistant understand your intention and correct its subsequent behavior (#304). Added "Always on Top" and "On Top

... Product Hunters, Most e-commerce spy tools on the market stop at the surface. They show you which ads a competitor is running or estimate their monthly traffic. They tell you what your competitors

... over a decade. Google's RankBrain (2015) and BERT (2019) made keyword density obsolete. These models understand context, synonyms, and user intent. They don't need you to say "best CRM for small business" five times. They know that "top CRM for startups" means the same thing. What actually matters is topic

... this guide isn't just a quick summary. We're going to go deep. We'll explain exactly what Snaply is, how it works, why privacy matters so much for dictation tools, how it stacks up against every major alternative, who it's best for, and how to get the most out of it. Whether you're a solo professional, part of a team, or evaluating dictation software for an enterprise deployment, this is the most complete breakdown ... ... find. Table of Contents Why AI Dictation Matters in 2026 What Makes a Truly Great Dictation App What Is Snaply? Snaply's Core Features: In Depth Why Privacy Is Non-Negotiable for Dictation Snaply vs

... Hello Product Hunt! We are thinking of spinning up topic specific, weekly digest newsletters that break up the firehose of goodness that is the Product Hunt leaderboard. What topics

... Last month, I did something that felt slightly insane. I took our product description, fed it into ChatGPT, and asked it to build a competitor. Not a parody. A real competitor

... Honestly launched this past Monday and we ended up Top 4 with 350+ upvotes and 40+ comments. It doesn t feel real, because: 1. The support we received from hundreds of strangers across the internet was incredible, and we are beyond grateful for it. 2. We didn t plan this launch. At all. We ve been so deep in building the product that we kept pushing our launch back again and again and again. All of a sudden, on Monday ... ... interest form properly, and our consumer facing Chrome extension encountered a huge bug where users couldn t use our product after installing it. A situation like this usually means guaranteed failure, yet to our surprise, we climbed to a Top

... tell them to strike while the points are hidden to maximize their impact. The Strategy Your titles and taglines are now your most critical assets. Since every featured launch has a statistical chance to sit at the very top of the page during randomization, you need to ensure your "hook" is sharp enough to catch the attention of the community and visitors! Launch Tips: Read through our AMA to learn how products get featured Review our Product Featuring Guidelines Watch ... ... roots as a place for genuine discovery. Has felt really rigged of late TBH - after 4 hours only the ones that are hand-picked by you guys (featured) and not the community stand any real chance. And the top

... 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

... obsession. Everyone wants to know the secret formula. So I used Rankfender to analyze 1,000 Product Hunt launches from 2025-2026 tracking their AI visibility, citation rates, and what actually correlated with success. Here's what the top 10% did that everyone else missed. The Dataset Parameter Value Launches analyzed 1,000 Time period 2025 2026 Platforms tracked ChatGPT, Perplexity, Gemini Metrics measured AI citations, share of voice, content structure, launch day performance Sample Top

... built Clipmatix because I was frustrated with how long it takes to produce consistent video content. Even with AI tools, you still had to stitch everything together manually. So I built the full pipeline in one place: Type a topic AI script voiceover stock videos captions background music published to YouTube & TikTok. Automatically. No editing. No recording. No CapCut. Just a topic

... users still get bombarded by slow-loading sites, sketchy tracking scripts, and YouTube ads that interrupt every second thought. So we did something about it. We recently published a deep dive comparing the top 5 Safari ad blockers for iPhone, iPad, and Mac ranking them across 20 real-world criteria including privacy, speed, effectiveness, and Apple ecosystem support. Here s the twist: Most popular blockers scored shockingly low Some still collect data despite claiming privacy One so-called top

... teams?" "CRM small business" "I need a CRM that integrates with Gmail and doesn't suck for solo founders" "AI writing tool" "Is there an AI writing tool that sounds like me, not a robot?" The fix: Take your top 10 customer questions. Not your marketing questions your support questions. The ones people actually ask. Now write a 300-word answer to each one. Not a blog post. Just a direct, helpful answer. Why this works: AI doesn't cite ... ... 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

... project management tool for remote design teams. Here's exactly how we work." Feature lists Problem-solution paragraphs Vague benefits Specific outcomes Lesson #2: AI Loves Comparisons Even If You Lose This one hurt. I avoided mentioning competitors. Why give them free airtime? Wrong move. Every AI answer about your category includes comparisons. Always. If you don't provide the comparison, AI finds someone who does and that someone might be your 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

... Minute Audit Step 1: Keyword Selection (5 minutes) Choose 20 keywords to audit: 10 branded keywords: Your company name Your product names Your founder/CEO name Your flagship features 10 non-branded keywords: "[Your category] best tools" "[Your category] alternatives" "How to [solve problem you solve]" "[Your category] vs

... answer engines, the same patterns kept showing up: Traffic tanks after a core update, even when the content was genuinely good. Pages rank fine but never get cited in AI answers. Impressions look healthy but CTR is weak. Topical authority gets watered down across scattered articles. Cannibalization quietly eating clusters from the inside. Brand completely invisible in AI responses despite solid rankings. GSC data just sitting there while strategy runs on gut feeling. Content teams writing without any SERP delta ... ... domains. 120+ advanced SEO and AIO capabilities. Full control. No fragmented tools. No opaque automation. Pipeline 1: Nuwtonic SEO Performance Nuwtonic's SEO pipeline connects directly to GSC and runs real-time analysis across 50+ SEO aspects: Top

... answer first. If they find it immediately, they cite it. The structure makes extraction easy. Step 2: The Comparison Page Template Comparison pages drove 40% of our citation growth. Here's our exact template: Title: [Brand X] vs [Brand Y]: Which is better for [use case]? Quick verdict (100 words) Who wins and why One sentence summary Feature comparison table Feature Brand X Brand Y Feature A Feature B Feature C Price XX YY Detailed breakdown (by feature) How each ... ... margin of error. Result: This block was cited verbatim by Perplexity within two weeks. Step 5: The 90-Day Update Cycle We analyzed citation decay across 500 pages. The drop-off is steep: Months Since Update Citations (vs

... there any topics you wouldn't ask AI for advice on? We've literally put our entire lives in the hands of artificial intelligence. From work responsibilities to relationship issues, to advice on philosophy and our bodies. Europe has always seemed like a place that would regulate, but it seems the US isn't far behind. Today I read a report that a New York bill would ban AI from answering questions related to medicine, law, dentistry, nursing, psychology, social ... ... Yeah, I totally agree that we have some areas where I hope AI will be very beneficial. Comment from Tereza Hurtov (@tereza_hurtova): For me it s not "never ask AI," but know when AI is a thinking partner vs

... decades. The models don't just add up they interact , creating insights that no single model could produce alone. How FunBlocks AIFlow Turns This Into a Usable Tool The Core Mechanism: Multi-Model Parallel Analysis When you input a topic or problem into AIFlow, the system first determines what kind of thinking is needed: Topic

... Here s what I think actually matters: Being featured Getting into the top 10 within the first 4 hours Scaling into the top

... Product Hunt! We just launched RankDots , and I'm excited (and slightly terrified) to share it with you. RankDots helps you move from chasing individual keywords to building actual topic authority. It clusters your keywords into logical content groups and shows you what Google actually wants to see covered. Why we built it: I got tired of watching SEO teams create 50 nearly-identical blog posts because their keyword research told them to. Google's gotten smarter about understanding topics

... GEOScore, we've noticed a lot of discussion lately about how difficult it s becoming to decode why certain pages dominate search results while others, which seem just as good, get buried.   We built the Competitors feature in GEOScore specifically to take the guesswork out of that process, changing how you approach competitor

... top-tier IP geolocation data provider, IPnews delivers accurate, efficient, and reliable IP location solutions globally. With a flexible pricing model based on pay-per-use and customized plans, IPnews supports both IPv4 and IPv6 queries, catering to the needs of individuals, developers, and enterprises alike. Start with 10,000 free queries per month, and scale up as your business needs grow. Why Choose IPnews: Precision, Speed, and Flexibility IPnews offers an intuitive, user-friendly online IP lookup tool that ... ... altitude, postal code Local Information: Timezone, currency, international dialing code ISP and ASN: Internet Service Provider (ISP), ASN number Usage Labels: Application scenario tags (e.g., home broadband, data centers, mobile networks) All data is sourced from real-world network topology

... News in the tech world gets old quickly. It's no longer relevant in 10 minutes. What helps you quickly navigate the world of AI? I caught the latest news about AI from: trend topics in the Bluesky or X feed . (Eg. Amazon Layoffs ) or from Product Hunt forums ( @fmerian posted today about OpenAI just acqui-hire Cline ) or larger media , such as TechCrunch The Information Wired Yesterday discovered this AI subreddit   Codex HackerNews What other sources would ... ... agree with all his takes but posts solid robotics content.) Technical, Dev General: https://x.com/albertadevs (Helps combat fake hype and has great takes) https://x.com/lauriewired (And her youtube channel is amazing, she always brings great topics