... hear about us?")? Is anyone running actual geo-lift tests or holdout groups to measure real incrementality? Buyer journeys are messy, non-linear, and rarely fit into neat analytics buckets. I m trying to set up an attribution framework that executive leadership actually trusts without pretending a simple last-click model tells the whole story. How are you navigating this? Comment from Alex Goldwyn(@alex_goldwyn): I have nothing like a pipeline to attribute

... Maker community! I ve been experimenting with the "vibe coding" workflow lately, and there s something incredibly satisfying about building useful micro-tools using nothing but a single `index.html` file in VS Code and a web browser. No npm install, no complex frameworks, no heavy configurations. To prove the concept, I just built a quick "SVG to React Component Converter" completely client-side in vanilla JS. It handles the drag-and-drop, cleans Figma metadata, fixes camelCase attributes

... tier domains collect dozens. Brand mentions now rival raw links. Brand search volume was the strongest single predictor of LLM citations. Nofollow links perform almost like follow links in AI surfaces AI systems do not honor the nofollow attribute the way classic PageRank logic assumes. Listicle placements and brand mentions are among the most valuable backlinks for both SEO and AI visibility . Pages that already get pulled into AI search now do more heavy lifting than a pile of plain ... ... look good on a report. 2. Lost link tracking with impact scoring. When a link drops, you see it immediately. More importantly, you see what it cost you in visibility not just in rankings, but in AI citations. 3. Competitor

... objects box is to give it a SQL-like look and feel, and here is how it's structured: When you expand "DOM" and further expand any element like @a or @div, you get two items: "Scraper Fields" and "Attributes". Under "Attributes

... Case 2 <style> tag. SCSS, CSS Modules, Vue scoped Vite compiles them and injects them as <style> tags in <head>. These have href = null. But Vite adds a data-vite-dev-id attribute with the absolute path to the source: <style type="text/css" data-vite-dev-id="/home/user/project/src/styles.scss"> .card { background: #1a1a2e; } </style> The overlay reads this attribute

... Want to create tag and attribute driven playlists? I built a file meta organizer program for organizing images, music, and video and creating playlists. It works by saving tags and attributes

... 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

... many found they were invisible. But here's what scared me more: Of those who WERE visible, 43% had incorrect information in AI answers. Not "suboptimal." Not "could be better." Wrong. Outdated pricing. Missing features. Wrong founder bios. Competitors credited for your work. And the average error sticks around for 4 6 months . Today, I'm sharing the full dataset: 1,000+ SaaS products, 75,000+ AI answers, and the hard truth about what's being said about you when ... ... analyzed 50 brands that discovered errors and tracked the impact. Error Type Average Revenue Impact Pricing error (higher than actual) 47,000 Pricing error (lower than actual) 23,000 (leakage) Missing critical feature 38,000 Wrong positioning (enterprise 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

... detailed surveys or forms with sliders and ratings, you can now just share a link. People write whatever they want in plain text (or even speak it), and Backsy uses AI to analyze it assigning scores to predefined product attributes like UX, Pricing, Features, etc. You also get new attribute