... upvote has been stuck at 3 for the past 12 hours. Every time it ticks up, it immediately goes back down. Has anyone else experienced this? Is it because they are newly created PH accounts, or does the algorithm penalize traffic coming from direct external links? I am not sure if I am shadowbanned. I am not sure where I went wrong. Would love to know if this was a failed launch, or if there is a way to recover ...

... better answers from brands . Quality and authority are winning over breadth. What this means for you: Reddit's Google rankings are at an all-time high. But AI citations are not guaranteed. AI-translated Reddit pages are being penalized. The machine-translation strategy that worked in 2025 is collapsing in 2026. Being on Reddit alone is no longer enough to win AI citations. The window for brand content is open. When Reddit wins a citation, it is often because ...

... studies measuring pure ChatGPT answers find links matter less, while studies measuring AI Overviews or Perplexity find they matter more. Different machines. 3. Google now evaluates links in real time. Low-quality links are ignored instead of penalized. For competitive eCommerce queries, backlinks remain one of the clearest ways to separate two pages with similar content. What Still Works Quality over volume. Less than 8% of marketers believe backlinks are still just a numbers game. Search engines and AI platforms ... ... focused on earning unlinked brand mentions and entity signals? Imed Radhouani Founder & CTO Rankfender Sources: Semrush + Kevin Indig study (1,000 domains, Pearson 0.65 correlation) https://www.semrush.com/blog/bac... Ahrefs 75,000 brand study (YouTube mentions, brand mentions vs

... what the actual job entails. Developers have noticed. Only 12% of developers use LinkedIn as their main source of technical information, according to a Stack Overflow survey. Most are on the platform purely because they feel they have no alternative, not because they find it genuinely useful. The Fake Everything Problem LinkedIn has a trust problem that is getting dramatically worse, not better. In the second half of 2024, LinkedIn identified and removed 80.6 million fake accounts at the point ... ... Architecture at Google" to their profile and it shows up without any verification. The Algorithm Is Working Against Developers Specifically Here is a problem that gets almost no attention but affects every developer on the platform. LinkedIn's algorithm penalizes

... would be: A stable core product A clear landing page and positioning Real users who have used the product before launch Basic analytics to measure what happens after launch A strong reason for people to choose this product over alternatives A launch plan for what happens after Product Hunt You don t necessarily need a huge user base or a fully mature product. But you should have enough evidence that people actually care about the problem you re solving ... ... have any estimation when you will launch here? :) Comment from Nika(@busmark_w_nika): @konstantin_tikhaev  What product do you build? Comment from Sabber Ahamed(@sabber_ahamed): @busmark_w_nika   @abdullah_javaid3  the invitation vs

... comments than the previous months), but impressions have increased a lot, and LinkedIn shares the content outside of our network of connections more than before. I think that people have started commenting less since AI comments have been penalized lol Comment from Pamela Arienti(@pamela_arienti): My partner and I also decided to change strategy on social media. We always worked with his personal profile, but until a few months ago our main goal was to post as much ... ... that took 3 hours to find, a user doing something unexpected with the product, a decision I almost got wrong. The engagement on those is just different. People can tell when there's an actual situation behind it vs

... post your launch link . Warm up your accounts. If your team members will vote, make sure their Product Hunt accounts are active for 1-2 weeks before launch. Accounts that are created just to vote can be flagged and penalized . Test your messaging. Drop different versions of your value proposition on LinkedIn or Twitter. See which phrasing gets traction before you use it on launch day . This ensures you are confident that the way you talk about your product will ...

... llama.cpp. Think Littlebird + WisprFlow + Granola had a baby. Unlike its parents, this one still lives at home. lol. The bet: a real percentage of users will refuse the cloud-AI trade if a credible local-first alternative exists. The PH launch is the test. Launching June 23. Product page: https://www.producthunt.com/prod... What I'd appreciate: 1. Hit "Follow" on the product page you'll get an in-app notification on launch day 2. Real feedback on the positioning before ... ... resonates is worth more than just an upvote Happy to return the favor on YOUR launch drop your product page below and I'll follow back. Just not asking for reciprocal upvotes; that's how accounts get penalized

... Something I built led to a design decision I want to get feedback on. LineageLens is a free VS Code extension that captures every AI code insertion and scores it for risk on a 0 100 scale. Works with Cursor, Copilot, ClaudeCode, Gemini CLI. Zero config on install just start using your AI tools and your insertions start showing up in the sidebar. The scoring is deterministic rules: +28 for credential-like material, +24 for eval/exec patterns, +22 for subprocess ... ... score rather than hiding it. I think this is the right call, but it is not obvious it conflates "we are missing data" with "the code is risky," and those are not the same thing. Worth discussing: is penalizing

... endpoint and importance-score-aware smart merging, so high-value memories resist being collapsed by near-duplicates. v1.8 added semantic compression: a nightly cron job synthesizes entries with 10+ tags into net-new memory digests. Source entries are penalized in recall scoring, making the synthesized memory the authoritative version. This is a meaningful architectural shift, not a UI update. Also shipped: full REST parity for recall/forget/list, and one-command client setup scripts. Comment from Amard Sonal(@amard_sonal): The idea ... ... they stop competing with the digest. Fewer memories winning doesn t mean losing anything. It means the right one surfaces. Comment from Anthony Adams(@anthony_adams_): How do you decide when a memory is important enough to keep separate versus

... galdayan): our setup ended up being a Slack webhook per agent session, posted to a channel only that agent writes to. sounds basic but the key part was making the notification say WHY it's waiting (needs approval vs finished vs

... charge upfront, mass-refund later" model is a ticking time bomb for your Shopify business and how you can test product demand without risking your payment processor account. 1. The Devastating Hidden Cost: Unrecoverable Fees The biggest secret that competitors offering automatic mass refunds won't tell you is how payment gateway fees work. When a customer buys something on your Shopify store, your payment gateway (whether it s Shopify Payments, Stripe, or PayPal) takes a processing fee typically around ... ... have already withdrawn the funds, or if your connected bank account doesn't have the liquidity to cover the massive debit, the processor is left holding the bag. To protect themselves from this exact scenario, processors will often aggressively penalize

... faster. It made their hourly billing model feel broken. Here's why: when your AI 3D visualization workflow produces three design directions in the time it used to take to brief a render studio, billing by the hour actively penalizes you. You get faster; you earn less. That's structurally wrong. So we started writing about it. The piece we just published explores how designers using AI interior design tools are shifting to value-based pricing, and how that shift ...

... HiveLearn is an all-in-one platform for creators, educators, and influencers, courses, community, events, and payments under your own brand, with pricing that actually rewards your growth instead of penalizing it.                                                                       Still in early access. If you're a creator or educator looking ...

... fastest spam update on record . But here's what the data actually says. JetDigitalPro analyzed 600,000 web pages across the update period. The correlation between AI usage and ranking penalties was 0.011, effectively zero . Google isn't penalizing AI content. It's penalizing

... weighting votes differently. It makes sense, even if it might frustrate some legit new users. Comment from Mike Kerzhner(@mikekerzhner): @ankit_mishra15  sorry to hear about the frustration. What is your recommendation for distinguishing paid voters vs authentic voters? IMO the bar for becoming a trusted Product Hunt user is fairly low, just apply for verification. Comment from Alper Tayfur(@alpertayfurr): Hello @mikekerzhner Good to see this being addressed openly. Makes sense to weight votes based on credibility, otherwise ... ... just becomes a pay-to-win system. The tricky part is not penalizing

... established on the platform. No fault of the people who built it, but it does make PH feel more like an insider game than an open stage for new products. We came in authentically and felt a little penalized for it. Curious if others in B2B / enterprise have run into the same wall. Comment from Aleksandar Blazhev(@byalexai): @busmark_w_nika  Oh yes! I completely agree with that. It s actually quite underestimated by some teams, but it makes ...

... buyer preferences shift, too. Comment from Daniel Foster(@dpfoster): We recently introduced generative voice and video into our Camtasia bundled subscription plans while retaining a traditional SaaS pricing model. Why? Sticking with the SaaS model helps us differentiate from competitors by offering unlimited AI under a very clear, predictable, easy-to-explain model. Some competitors

... /integration And the "Hall of Fame" leaderboard here: https://n8nworkflows.world/leade... I'm using Next.js + Supabase. Question for the community: Has anyone else tried this "mass page generation" strategy? Did Google index your pages quickly, or did you get penalized? Would love to hear your feedback on the UX! Comment from Peter Claridge(@peterclaridge): @pan_zo  You're welcome, and good luck! Comment from Casper Echo(@pan_zo): @peterclaridge  Thanks Peter, that's a solid reality check ... ... months later you get a message from a journo at the Boston Globe who does a feature and includes you. It goes like that. It's wild. 2. Look at all of the blogs that link to your competitors

... first nominations. Comment from Kshitij Mishra(@kshitij_mishra4): To make Orbit more useful for founders A short why this ranked breakdown like mini report cards Review badges founders can embed on sites / social Clear separation between early traction vs sustained traction More weight on reviews from verified, long-term PH users Optional founder interviews / behind-the-build insights Comment from Christopher Kilpatrick(@kilpatrick): Don't miss the value in that subtle "this" link . I'd recommend everyone that's launching ... ... size, or ARR that way a ChatGPT and a still-in-your-garage startup aren t positioned as if they are equals. Comment from Alexandre Desane(@adesane): Does this mean that tools that are not based on AI are penalized

... Ramakaieva(@kate_ramakaieva): @mikekerzhner I meant having been reached out to, warned people to contact only once as it is tooooo much Comment from Kate Ramakaieva(@kate_ramakaieva): @mikekerzhner looking forward to new update with cool and Coming Soon alternative glad to watch the platform evolving Comment from Kate Ramakaieva(@kate_ramakaieva): Agree with your POV. I also felt a bit annoyed having been reached out twice - once for the coming soon stage and again during the launch ... ... tools like Carrd, Mailchimp, or ConvertKit for pre-launch marketing. Comment from Rohan Chaubey(@rohanrecommends): @borja_diazroig   @kate_ramakaieva   @mikekerzhner  Mike, reading the comments here it seems some users want coming soon page back or an alternative

... mainly content- and text-based, this would ve led to very high costs, making it not worth it for us. On top of that, based on our in-depth research, we found there s a risk of being penalized by Google if the localized content is too similar to the original version. So, considering both the cost and SEO risks, we decided to skip localization and focus our efforts elsewhere. Comment from Yee Doong(@yeedoong88): Totally agree we've experienced ...

... first, pay later" strategy. It's subtle but powerful. let users build habits, then introduce friction just enough to make the upgrade feel like a no-brainer. Smart move. On the flip side, I'm with you on Adobe. Penalizing cancellations feels like a trust breaker. One model I really admire is Notion s. They give away so much for free, especially to individuals and students, and only start charging when your team scales or you need advanced features ... ... never jumped on a manipulative tool. Of course, I was scammed but it was usually related to crypto :D Comment from Nika(@busmark_w_nika): @abdul_ella Now, Edits is available 4free by Meta, it can be a potential alternative

... personally look at packages and am okay downloading things from internet devs but I'm curious what folks here think? Would distribution hurt download chances? Awareness: This is pretty much the same imo other than App Store search vs SEO but curious if anyone has had negative/positive experience regarding discoverability either through App Store or self-distribution Payments : I would probably use something like @Superwall but am curious what the best way to introduce a " free for 7 days then ... ... Comment from Gabe Perez(@gabe): @taniabell  thanks! not a bad idea actually. Can make the one on my site like $2 and the one on app store like $5 and see what performs better. I wonder if they penalize

... something we are actively working on figuring out how to capture. Comment from Ben Griese(@ben_griese): @hedgeavenue that's such a good question! Personally, I like it when something is fully released for me to try vs. a teaser, but that's just me! We also ~do not~ feature things that are waitlisted on Product Hunt, so that's something to keep in mind! Comment from Chris Piccaro(@chris_piccaro): Put the spurs to her: BottleTrail Comment from ... ... with SEO. Comment from Mahima Manik(@mahima_manik): @praveen_chary  Thanks a ton for the thoughtful feedback really appreciate you taking the time Totally hear you on the positioning I ve been torn between keeping it broad vs