... Quick story that pushed me to build PriceForge : Three weeks ago, I was in final stage of a $50K deal. Sales call went great. Then the pricing objection hit: Prospect: "Your competitor just dropped their Pro tier to $79/mo with unlimited workspaces." Me: frantically opening competitor

... beginning, we tried to define pricing early. Plans, tiers, limits: everything looked clear. But once we started getting real users, things changed. Feedback came in. Some features were used more than expected. Others not at all. Sometimes it felt like the first pricing we defined was just a "starting point", not the final one. From your experience: Did you change

... readable recommendations A core design strength is that Blaze should not behave like a black box oracle whispering nonsense from behind a curtain. Blaze Balance Engine should produce: reasons driver summaries mood context pressure readings lane recommendations suggested balancing changes receipts for why those suggestions exist That makes the system explainable instead of magical. 6. Coordinate with the rest of the Blaze stack Balance Engine is strongest when it is not alone. It is meant to work alongside: Blaze mood ... ... support systems are being assembled in public . What still needs maturing includes: 1. Full operator-facing balance panel The admin side needs a cleaner, more complete control surface where operators can see: pressure inputs balance recommendations active bounds suggested changes

... with the addition of points levels, you can now define discrete thresholds within your Trophy points systems and Trophy will take care of assigning the correct level to each user based on their current points total as it changes. How do I create points levels? The points page in the Trophy dashboard now has a new tab for creating levels. Badges can be assigned to each level, and updating thresholds can be done from the dashboard without changing

... 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

... workflow" and putting the gate right after that moment. what changed everything for me was caching aggressively. i cache outputs with vector similarity search so if someone requests something close to what already exists, i serve the cached version instead of burning another API call. cut my costs by 60-70% overnight. suddenly the free tier became way more generous without actually costing more. the trial vs

... 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 ... ... honest answer: We use a hybrid approach: Scheduled crawls (primary method) Daily scans of ChatGPT, Google SGE, Perplexity, and Gemini for each tracked keyword. We simulate real user queries from different geographies and capture the full AI-generated response. Change

... Testing with Automated Triage (Fail Reporting) , and I would love to hear your honest feedback. Demo/Showcase Introducing Jaebau The Problem Traditional E2E testing often leads to two major headaches: Maintenance Hell: Test scripts break with every minor UI change. Triage Fatigue: When a test fails, it takes too much time to determine if it s a real bug, a network glitch, or just a flaky test. Our Solution Our service leverages AI Agents to not only execute tests but also ... ... handle the aftermath: Agentic E2E Testing: Instead of rigid scripts, AI agents navigate your app like a real user, making tests more resilient to UI changes

... When we launched Starnus our competitors were charging $100+/month. So we thought let's undercut them. Start at $20. Make it a no brainer. Signups were great. Payments? Almost zero. Here's what actually changed

... 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 ... ... understand why LLMs were not citing Product Hunt and whether we could change

... wouldn't be comfortable sharing to someone I just met. Just my rule of thumb! Comment from Neelanchal Gogna(@neelanchal_gogna): @nikhilshahane   @busmark_w_nika  This happened to me when our AI email bot sent a competitor's link to one of our potential users. Comment from Krupali Trivedi(@krupali_trivedi): @busmark_w_nika  Well! till now I ve avoided giving any details about myself or place i work at, i give filler words. I enter ... ... they face in their day to day. Comment from Henrik Pedersen(@henrikpedersen): @busmark_w_nika  Exactly passive vs

... built my product around traditional SaaS pricing (monthly tiers), but I m starting to wonder if that model is getting outdated, especially with more AI-powered and compute-heavy tools entering the market. That shift requires real architectural changes, instrumentation, metering, billing logic, and UI changes

... improved change tracking in Bult.ai with a Canvas view. You can now see all uncommitted changes

... witnessed a true Product Hunt (r)evolution so many things changed dramatically. I honestly think this was the most intense year of changes

... relaunch a product after a year and a half. (Yes, I do not have anything to work on Friday night, don't blame me, I do not have a social life) :D Needless to say, a lot has changed on this platform in a year. He asked how he could repeat his success, because then he effortlessly gained over 200 upvotes. First of all, you need to understand that the rules have changed

... amazing launch and some great feedback . We re committed to making the experience even better, and we re excited to share some upcoming changes (subject to change

... Product Hunt I'm Kamil - a former footballer turned software developer, now founder of monity.ai - an AI-powered website change monitoring tool that acts like a personal agent for the web. It started from a simple pain point: I was traveling a lot and constantly checking for flight deals. Most tools I tried were either paid, limited, or flaky. So I wrote my own automation scripts with Node.js and Puppeteer to monitor pages and ping me when something changed

... Raycast quicklink? :) Comment from Andr J(@conduit_design): @chrismessina Maybe also considered adding an MCP (Model Context Protocol) layer to Product Hunt? It could unlock exciting possibilities for running agents on Product Hunt data. For example: "Show me 10 alternatives to X that are popular on Product Hunt." "Identify 10 users interested in XYZ." Just a late Friday night idea Comment from Andr J(@conduit_design): @chrismessina  Gotto break some eggs to make an omelette \_( )_/ (I tried ... ... build some things ontop of the PH API a while back, but had to give up, so def an area that has a lot of potential to improve) Comment from Naim Naj(@naim_naj): I love the recent changes

... Today, new changes to the UX and UI in the Product Hunt notification window also showed up on my desktop. I need a month or so to acclimate to the changes

... made a number of changes and improvements since first launching Product Forums. We'll get in a more regular ~bi-weekly cadence of updates going forward, but for now here are updates over the last few weeks. Notifications We've made a number of improvements on mobile push notifications and email notifications, and there's activity in a form that's relevant to you. Notably, you'll get a daily digest of new threads in forums of products you follow ... ... Settings . Here's an example email. Let us know how notifications are working for you! Videos in posts Product forms now support photos (drag and drop the file) and videos (Loom, YouTube + Shorts). Check out @Wispr Flow 's changelog

... helps Bolt make more informed decisions especially in the early and mid stages of development. (Once you're moving toward production, these references become less essential.) Tactical Prompting Tips Explicitly instruct Bolt with phrases like, "Do not make code changes," during brainstorming sessions to prevent it from immediately jumping into code. This has been helpful for me when I just want to talk through a problem. Keeping a secondary AI assistant (like ChatGPT or Claude) available, and feeding it markdown ... ... fairly loaded topic. Analytics & Building Your Own Admin Tools Easily integrate Google Analytics by simply inputting your measurement ID into Bolt for basic user insights. Remember to ask it to track key events across your application. Alternatively

... companies right now are focused on the inner loop of software development: using AI to generate code. However, anyone who has been a software engineer at a larger company knows this is only half of the story - those code changes still need to pass through the outer loop of development: reviewing, testing, merging, and deploying. As AI code generation tools like Windsurf, Cursor, & Copilot help us write code faster than ever, we also need an AI-native "outer loop ... ... outer loop, using AI to help cut down on review cycles and ship higher quality code, faster. Ask me anything about what it s like to found and grow a devtools company during a global pandemic, how AI is changing

... Ever wondered what separates highly productive individuals from the rest? It s often not just their skills or resources it s that one life-changing habit they ve mastered. Whether it is adopting a new routine, embracing a fresh mindset, or relying on simple tools to eliminate decision fatigue, the smallest changes

... Historically, at the end of the submission flow, you could either Launch Now or Schedule for a future time. Going forward though, we're going to replace the Launch Now option with a new Create Draft option. This change is based on consistent feedback we've gotten from Makers who either accidentally launched their product too early or who wanted to be able to see a complete version of their launch and collaborate with their team ... ... indexed on the site, so you don't have to worry about others finding it. Whenever you're ready, you can schedule the launch for the date of your choice. Scheduling Updates Scheduling will also be changing

... your scheduled launches. As soon as you schedule your launch, which you should always do, you'll land on the new dashboard. It gives you a centralized place to check the status of your launch, quickly make any changes you need to, and see helpful tips about what to include to have a successful launch! If you have a scheduled launch already, you can quickly find the pre-launch dashboard from My products Check out a demo Shoutouts Update ...