... tested a question asking for research from a particular university, on trapped electrons, within Atomic Physics. Text search put the correct paper seventh. A basic graph walk put it fifth. Ranking candidates by which relationships actually satisfied the question

... date. That is the whole dataset, and day two opens fall straight out of it. Mixpanel earns its place later, when you want funnels and cohorts and properties on every event. Right now you have one question, and paying an analytics stack to answer one question

... noticed that most founders spend a lot of time asking whether an AI agent works and much less time asking what happens after people start relying on it. Before launching, I'd want clear answers to five questions: 1. What can the agent access? Data access tends to expand over time. It's worth knowing exactly which systems, documents, and information sources are within reach. 2. What can the agent change? Reading information and modifying information are very different levels ... ... reconstruct the path that led there. 5. How will you know when behavior changes? Agentic systems evolve through new prompts, tools, models, data sources, and workflow updates. Small changes can have surprisingly large effects over time. None of these questions

... finally become real cards. Plus faster ways to add content, with 10 URLs at a time or drag and drop into your library. And a bigger step towards a smarter knowledge base. Chat suggestions now prompt you with questions drawn from what you have saved, and they sharpen as you add more. Extension updates The Recall extension is now live on Safari (Mac) and Microsoft Edge, in addition to Chrome and Firefox. Save a page, get an instant summary ... ... save. Add one image at a time from Add Content or by dropping it onto your library. Next up, we'll enable you to add bulk images and also process OCR on social posts. Chat suggestions Recall now suggests questions

... keep a daily probe that asks the assistants the buying questions in my category and records every source behind every answer. Last week I pointed it at Google's two AI surfaces, the AI Overview box and the fuller AI Mode, and counted. Thirteen answers. 168 citations. Every single answer used a different domain for each of its sources. Not one domain was cited twice, in any answer, the whole week. Thirteen of thirteen, no repeats. That stopped me, because ... ... page that ranks well ranks well repeatedly. Here, ranking well once seemed to use up the domain for that answer. Why an AI answer looks like this An assistant does not hand you a ranked list. It breaks your question

... real. It does not prove the holder is the decider. What does cover it is an enforced route: the question carries the set of users allowed to resolve it, and a forwarded link does not work when someone outside that set clicks it. Two details a paging person will care about. The route is frozen onto the question

... were created by writing better code. After thousands of hours of building, I realized I was wrong. Code doesn't create a product. It gives shape to an idea. The real beginning happens much earlier. It starts with a question that refuses to leave your mind. The kind of question

... Three founders. Full time jobs. Families. No investors. Ten months ago, we started building QueryPanel . QueryPanel gives B2B SaaS teams the infrastructure to ship AI powered, customer facing analytics inside their products. Their customers ask questions in plain language. QueryPanel turns those questions

... launch as a conversion experiment, not just feedback. I d make the offer and price visible, give people a clear next step (trial, demo, deposit, or checkout), and decide beforehand what signal counts: qualified demos, people asking pricing questions, or a few actual purchases. Upvotes tell you attention; a small amount of friction tells you intent. You don t need lots of sales before launching, but you do need a credible route for someone ready to buy. Comment from George ... ... time to finish the gallery. Does the day of the week still matter much in your experience, or is that mostly a myth now? Comment from (@new_user___26020267b63ea4605738cbb): Launching BillFast today has reinforced the ready enough vs

... Mode end without a single click to any external website. Ninety-three percent. What Actually Happened Here is the short version of why this happened. Google introduced AI Overviews in 2024 and AI Mode in 2025. Both formats answer questions directly inside the search results page. The user asks something, gets a synthesised answer, and often never needs to visit a website. OpenAI launched ChatGPT Search. Perplexity built a full search engine. Microsoft integrated AI into Bing. The result ... ... that people now ask questions

... like selling myself either, so I don't. What I do is write comparison pages between the competing products and mine, and put everything into ranking those. The people who land on them are already interested in a competitor, or already using one and unhappy with it. They read what each product does and what it costs, and if mine comes out as the reasonable choice, the conversion happens sooner or later. If you don't have much ... ... review, not knowing what to say), people relate to that first, and the product mention just becomes a natural "here's what I ended up doing about it" instead of a pitch. Also helps to genuinely answer the question

... were asking them to do. We were asking people to define their emotional goals before they'd even had a single experience with the product. "What do you want to work on?" "How are you feeling today?" These questions feel harmless, but for someone who just downloaded an app to understand their emotions better, they're intimidating. You're essentially asking someone to be vulnerable with a stranger before you've earned any trust. So we replaced everything with ... ... open question

... building Ranklink. A network of 20,000+ website and blog owners. Not a marketplace. Not a "buy links here" page. A community of people who want their content cited and are willing to cite others. We ask them one question: "What topics are you writing about this quarter?" Then we match them with other owners in the same space. They link to each other. No money changes hands. No "guest post for $200." Just humans helping humans get cited ... ... backlink industry is stuck in 2018. People still ask about domain authority. Page rank. Quantity over quality. The data does not support it anymore. So here is my question

... structural correction: 9 out of 10. Same content. Different sequence. No new copy written from scratch. The 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

... prospect opening a 40-page product catalogue has a specific question. A new employee going through an onboarding handbook needs one policy, not the whole thing. A shareholder opening an annual report wants the CEO letter or a specific financial figure. AI chat for documents addresses this mismatch. Instead of searching or scrolling, a reader asks a question

... tools like ChatGPT. There are already tools that tell you whether you're being mentioned, but they mostly stop there. We wanted to build something that actually explains why you're not showing up, what your competitors are doing differently, and gives you clear actions you can take to improve instead of just another dashboard. I think it's really easy to get excited about features and forget that if people don't immediately understand the problem you're solving ... ... address any questions

... When we first built Murror's AI companion, we did what every AI product does -- we made it ask a lot of questions. "How does that make you feel?" "Can you tell me more about that?" "What happened next?" It felt like the right approach. Therapists ask questions

... with a BI layer that analyzes Product Hunt activity beyond the daily leaderboard. Current prototype dashboards include:: Launches by category Votes by category Hunter activity Comment-to-vote ratios Historical launch trends My goal is to help makers answer questions like: Which categories are becoming more competitive? Which hunters are consistently active? When is the best time to launch? What engagement patterns correlate with successful launches? If you could see any Product Hunt metric or visualization, What Product Hunt metrics ... ... correlate with long-tail votes or repeat-launch outcomes, or not? If it predicts nothing downstream, it's a vanity proxy and I'll say so. On the false positive the link-drop that looks substantive while dodging the question

... like telegram more than the whatsapp for chatting :) VS Code : i do code . Comment from mono.(@shakutovbekzat): Here s my stack for building mobile apps today: Antigravity + Codex (AI Agent): Switched to this setup recently. Previously, VS

... Product Hunt! I'm launching today, and I've been collecting the questions business owners say they wish they could just ask their own business and get a straight answer. The most common ones I keep hearing: "Did I actually make money last month?" "Where did our cash go?" "Am I spending too much on payroll?" "Are Square sales matching QuickBooks?" "Can I afford to hire one more person?" All of these questions

... light that travels, plus the part the aquarium can't carry, which question it's asking and what changed, so you can answer without walking back. Same philosophy, ambient until it isn't, but it reaches your pocket. Genuine question

... thought. But reality started feeling very different. Whenever I got an interview opportunity, I treated it like one of the most important events in my life. I wasn t preparing for interviews for an hour or quickly reviewing common questions. Sometimes I spent an entire week preparing for a single interview. I researched companies in advance. I read documentation. I watched videos. I reviewed technologies they used. I tried understanding their products, their stack, possible technical questions

... Product Hunt community We ve been getting great questions from early testers and people considering Oasis as their daily browser. One keeps coming up after every iteration, and it s exactly the right question

... building Ranklink. A network of 20,000+ website and blog owners. Not a marketplace. Not a "buy links here" page. A community of people who want their content cited and are willing to cite others. We ask them one question: "What topics are you writing about this quarter?" Then we match them with other owners in the same space. They link to each other. No money changes hands. No "guest post for $200." Just humans helping humans get cited ... ... backlink industry is stuck in 2018. People still ask about domain authority. Page rank. Quantity over quality. The data does not support it anymore. So here is my question

... most important and challenging experiences you ll have as a founder is fundraising. I pitched VCs across London and San Francisco. Some spent 15 seconds on my deck. Some took the call just to diligence a competitor. One told me to ask for more money. Oh, and I found out your pitch is probably being recorded and run through AI. This is the high-impact version of all of those lessons to save you time, energy, and emotional damage. Please ... ... signal. The first call is not just for pitching Most VCs will start the first call by explaining who they are, their investment thesis, and how they work. Don t just politely wait for your turn to talk. Ask questions