... everyone, Roy here, one of Radar's makers. We first launched here in May, and since then Radar has been installed more than 25,000 times. Today we're back with AI investigations: click Investigate on a failing Kubernetes workload and the agent you already use (Claude Code, Codex, Cursor or OpenCode) digs in, read-only, and comes back with its findings and the evidence behind them. Our upgraded MCP server gives any agent the same view of your cluster ...

... because current AI tools are still not so good at it. Comment from Nivrithi Shiva Kumar(@nivrithi15): I use stitch for ui mostly...its been amazing and the credits almost seem to never get over Comment from Shayan Basu Roy(@shayan_basu_roy

... Product Hunt community! I'm Ashis Roy , a Product & Software Consultant from India. After spending 18+ years in enterprise software, product management, and digital transformation , I made one of the biggest decisions of my career I stepped away from a full-time role to build products that solve real operational problems. Over the past several months, my small team and I have built five production-ready SaaS platforms: Marketplace Operations CartPilot AI Adrit Ledger Food & Beverage Operations PathLab ...

... pricing transparency for your own product to avoid this exact reaction from users? Would love this to turn into a useful reference for both users evaluating tools and founders designing their own pricing pages. Comment from Anastasiia(@alieksia): @rittwika_roy_choudhury   Neither, in the end, because the usage cost there was the model's own token pricing, and you cannot really move that onto a per-seat plan. So we went the other way and cut our own consumption ... ... cost again and let us produce more before hitting the same limits. It did not make the bill flat, but it made it predictable per article, which was the part I actually cared about. Your point about testing volume versus

... itself. Curious if any founders/marketers here are actively tracking how (or if) their product shows up when someone asks ChatGPT or Perplexity a relevant question. Is anyone doing this systematically, or is it still mostly guesswork? Comment from Rittwika Roy Choudhury(@rittwika_roy

... goal: if you want raw eyeballs go Tue-Thu, but for a badge/ranking with a modest following a weekend can punch above its weight. Comment from Sabber Ahamed(@sabber_ahamed): @busmark_w_nika   @abdullah_javaid3  the invitation vs favor framing is the most useful line in this whole thread. i caught myself drafting DMs that were basically upvote asks in a nicer outfit. what actually worked was showing up in threads like this one for weeks with nothing ... ... comments. Fewer people around on a weekend, but fewer launches too. Do you think it's a good idea? Comment from Benedikt Fischer(@benedikt_fischer): Whenever one is ready, pretty straight forward i guess :D Comment from Rittwika Roy

... Looking for something that can track, in one dashboard: Brand mentions and citations across ChatGPT, Gemini, Perplexity, Claude, and Google AI Overview Keyword rankings and search volume, verified against live Google data Competitor tracking with an actual threat score, not just "similar companies" On-page/technical SEO audits with specific fixes, not vague advice Backlink monitoring, including newly lost links Review and sentiment tracking across platforms A hallucination check, for when an AI says something wrong about the brand Right ... ... manually checking what ChatGPT says about us. It's slow and nothing talks to anything else. Has anyone found a platform that does this end to end? Open to both known names and newer tools. Comment from Rittwika Roy

... sales people, agencies, and anyone doing outbound manually right now. Causo.ai Also, yes, the raccoon is staying. Comment from Mazin Assaf(@mazin_assaf): Awesome stuff guys! Will be giving it a try tonight! Comment from Dawid Baranowski(@dawid_baranowski): @roy_kek  Can't wait to hear what you think! Comment from Dawid Baranowski(@dawid_baranowski): @azam_sultan  Bang on the money. For us, we have achieved near full auto but only in very specific segments of our pipeline ... ... from people on here, we're super grateful:) Comment from Ivan Semenov(@ivan_sem): @mazin_assaf  You know where to find us Maz :) Comment from Ivan Semenov(@ivan_sem): @dawid_baranowski   Comment from Ivan Semenov(@ivan_sem): @roy

... would hold their attention for twenty minutes instead of forty seconds. That is the entire premise. Not where you've worked. What you've built. The Real Answer Is Not Either/Or In 2026, the strongest combination is not resume versus profile. It is resume plus profile. One gets you noticed in the first seven seconds of a scan. The other gets you remembered for the twenty minutes after that, and it is the twenty minutes that actually decide whether ... ... bullet point. Only thing I am wondering is how this holds up for non technical roles, ops or sales dont really have a github equivalent to show off. Comment from Ghost Kitty(@ghost-kitty-9650542): Comment Deleted Comment from Roy

... another hour convincing slides to behave Comment from Samir Rashed(@samirrashed): https://www.producthunt.com/prod... You can Follow Premast till we go live Comment from Samir Rashed(@samirrashed): @perry_f  Sounds good! Thank you Comment from Samir Rashed(@samirrashed): @roy_kek  Ya agree! Comment from Samir Rashed(@samirrashed): @adrian_witaszak  Awesome! Good luck Comment from Mincheol kim(@mincheol_kim): Designing slides. When I m busy, just the thought of having to design slides feels like a chore ... ... holds. More evolved or involving everyone. But this is just me and we are still making presentations... On that note, I am thankful to you for introducing a simpler way to make presentations by feeding it everything. Comment from Roy

... household in New Zealand (and still am) And so many people around me were just tunnel-visioned into grades and sh*t. I was afraid of what a meaningless life that would lead. I think my beginning inspiration is Roy Lee, but nowadays he's just kinda fallen off... Comment from Peter Shu(@peterz_shu): @byalexai  Yeah I meant the founder of Cluely Comment from Aleksandar Blazhev(@byalexai): @peterz_shu  Oh yeah, for sure! School is important ... ... when it comes to entrepreneurship, I don t think it s the key to success. Roy

... Product Hunt! I m a solo developer at ROY Innovations, and I am about ship ProjectPal v4 a smart job management and invoicing app built specifically for small business owners, tradespeople, and freelancers who work in the real world, often with no signal. No account, no internet required, and it s free forever . Why ProjectPal exists Most field apps demand a constant connection and store your data in the cloud. That s useless when you re on a building site ...

... built one, and figured, why not share it with everyone else? What's yours ?? Comment from Diptanshu Mahish(@diptanshu_mahish): @kamrankhan  well liking what Im building is what keeps me going! Comment from Diptanshu Mahish(@diptanshu_mahish): @roy_kek  yes that's a real problem, how does your tool solve that? Comment from Diptanshu Mahish(@diptanshu_mahish): @qasim_khan23  All the best for the launch man! Comment from Diptanshu Mahish(@diptanshu_mahish): @rivra_dev  haha :) Comment ... ... more fragmented my thinking felt. That eventually pushed me toward building a cognitive workspace instead of another isolated productivity tool. I became obsessed with the idea that software should reduce mental overhead not create more of it. Comment from Roy

... Product Hunt I m Parth Roy, founder of Shreeji Consultancy Technology (SCT). We re launching Omnikit.live soon a platform to build and deploy AI voice agents that can handle calls, automate workflows, and scale customer conversations effortlessly. We started this after seeing businesses struggle with fragmented tools and manual call handling. Omnikit brings everything into one unified system powered by AI. Would love to connect with early users and get feedback before the launch ...

... Background: I was structuring renewable energy deals at rsted (project finance side of M&A and partnerships), and every new transaction started with the same painful ritual pulling together a project finance model with DSCR sculpting, DSRA, construction-vs-operations phase logic, sensitivity packaging, lender-grade outputs. Each time, the public templates online were too generic to use without an architectural rebuild, and the deal-tested ones inside any given firm sit behind NDAs and don't follow ... ... frustrations lead people to develop their own products and make them go wild. Plus, it helps with our industry and our job which is going to go extinct in a few years :-( Comment from Amrani Yasser(@amraniyasser): @roy

... surfaces more: More insights More ideas More opportunities But product is still about focus. So the real question becomes:  What do you choose to ignore? Comment from Roy Kek(@roy

... Selling a product that is highly technical with no UI to demo in a highly regulated environment requires being able to tell the right story. Its answering questions like "why is this for me", "what's considered good vs bad", and "what kind of benefit will i see". It comes from having discussions with customers and teams so you understand where they are coming from. Otherwise you're telling them benefits that aren't for them and you lose ... ... your product? Comment from Olive Mwangi(@olive_mwangi): When the language seems like it's written for insiders, not users. If people can't understand it instantly, they won't stick around to figure it out. Comment from Roy

... everyone! I'm Roy, a full stack developer. Like most people, I've been through the job search grind in the past - rewriting my CV for every single role, trying to guess what keywords each company wanted, spending more than 30 minutes per application just on the CV alone. Turns out ATS software ranks every application before a recruiter sees it. Most only review the top 10-15 candidates. If your CV isn't tailored to that specific job description ... ... every job, without touching the CV yourself. Haven't launched on PH yet - planning to soon. Curious - has anyone here actually had to job hunt recently? It's a different world now. Comment from Rian Robertson(@rianbrob): Hey Roy

... I am (the developer of) Polish ! A is a free, open-source Chrome extension that lets you redesign any webpage ...

... conversion or churn for Premium features by 7 days. I m at a cross road of likely ripping the trial out in favor of just letting it rip . I m very curious whether others have struggled with free trial versus freemium and whether doing both is a bad idea (I m leaning towards that being a yes by the way). I also wonder if we are giving away too much for free and should be feature gating more. The challenge ... ... something but don't have time to use it within the first 3 days. When I circle back to try it 10 days later (when I really have time), the trial has already expired. Maybe A/B testing day-based trials versus

... even have to mean it sincerely). We also lie on our resumes , we don't fully disclose everything on our tax returns , and we sometimes fake income . And that's what I want to talk about... Cluely CEO Roy Lee admitted that the $7M ARR figure he gave TechCrunch last year was fabricated , calling it the only thing he's "blatantly" lied about publicly. He also falsely claimed the interview was an unsolicited cold call, when his own PR team ...

... busmark_w_nika): @scott_davidson_jr  I liked the launch tbh :) Comment from Nika(@busmark_w_nika): @quinn_nelson  payments are no no to me as well ;) Comment from Nika(@busmark_w_nika): @couldashouldawoulda  :D Teenage vs AI agents. I would trust AI agents more in this case :D I know teenagers :D Comment from Nika(@busmark_w_nika): @lzhgus  Has anytime happened that your AI agent did something wrong? What was the worst thing? Comment ... ... this the hard way: an AI that gives a confident-sounding answer when it's actually guessing is more dangerous than one that says it isn't sure yet. We ended up building explicit confidence grading (Verified vs

... together something like that for ourselves here at Product Hunt. Do you follow any founders you find successful and inspiring? Share them (feel free to pin their Twitter or product handles) I ll start: David Park Jenni AI Roy Lee Cluely Comment from Nika(@busmark_w_nika): @abod_rehman  Oooooooh... Burrrrrn :D I have heard that those Forbes rankings are financed decisions :D Comment from Ansh Deb(@ansh_deb): That's a tough question haha. There ... ... them :D Comment from Nika(@busmark_w_nika): @yujie_yin   @hira_siddiqui1  aaaa, I know who he is but I lacked the context :D Comment from Sanskar Yadav(@sanskarix): Well, you took mine @busmark_w_nika   Roy

... Roy, one of the makers of Surf a research copilot for crypto folks. Super excited for our first launch. I ve read a ton of guides but would love real advice from makers: 1. Expectations / forecasting Do you usually have a sense of how many participants will show up on launch day or a rough range of upvotes/comments? Any rules of thumb you ve used (e.g., % of Teaser followers who visit, comment to upvote ratios, or targets ... ... flagged? (We re telling folks to set up PH accounts first and leave thoughtful comments on launch day no vote-asking. Anything else to avoid, like VPNs, account history, or sudden single-burst traffic?) 3. Balancing PH-native reach vs

... Vibes Go Wrong: The InterviewCoder Saga No discussion of vibe coding s rise would be complete without touching on the ethical dilemmas it s surfacing. Perhaps the wildest story to come out of this trend is the saga of Roy Chungin Lee and his tool InterviewCoder. Roy