Product Hunt launches most likely to raise Series A
PHBench scored 187 featured Product Hunt launches from this week on their probability of raising a Series A within 18 months. The strongest signal was daily.dev for agents at 57x the 0.78% base rate. Scores come from the benchmark's champion model, trained on 67,292 launches and 528 verified Series A rounds. Highlighted rows are the picks sent in that week's newsletter: vetted companies that had not yet raised a Series A.
| # | Product | Category | Daily rank | Votes | Makers | Lift |
|---|---|---|---|---|---|---|
| 1 | daily.dev for agentsSeed Where agents discover what's next | News | #4 | 199 | 11 | 57x |
| 2 | Fina BusinessSeed The flexible $20/mo QuickBooks alternative for founders | Business | #3 | 261 | 3 | 53x |
| 3 | Inferock Serverless inference, with credits back for failed calls. | Developer Tools | #2 | 391 | 3 | 50x |
| 4 | Scrape Anything by Context.devSeed Turn any website into clean data with one API call. | API | #9 | 101 | 4 | 50x |
| 5 | GPU Terminal by Context.devSeed Compare GPU rental prices across cloud providers | Open Source | #8 | 109 | 5 | 46x |
| 6 | OpenCode 2.0Series A The open source AI coding agent | Open Source | #2 | 293 | 5 | 45x |
| 7 | Notion: Context for your agentsSeries C+ Switch AI agents without re-explaining your work | Productivity | #3 | 176 | 3 | 45x |
| 8 | PancakeSeries C+ The Vercel for GTM | Sales | #1 | 542 | 5 | 44x |
| 9 | Base CodePublic Let your whole team build on your product | SaaS | #3 | 193 | 0 | 43x |
| 10 | KaiSeed Autonomous assistant designed to handle meetings and email | #5 | 195 | 8 | 41x | |
| 11 | Kudos 3.0Series B The AI that finds money you're missing and gets it back | Android | #8 | 116 | 3 | 40x |
| 12 | Google EmbeddingGemma 2Series C+ An open, lightweight multimodal embedding model | Artificial Intelligence | #1 | 288 | 0 | 40x |
| 13 | Muse WonderPublic Meta’s most capable models for personal agents | Artificial Intelligence | #4 | 235 | 0 | 38x |
| 14 | Agent VaultSeed Superpowers for your Agents | Payments | #21 | 63 | 10 | 38x |
| 15 | OpenMuseSeries A Opensource, self hostable personal assistant for any harness | Open Source | #5 | 177 | 5 | 38x |
| 16 | AI Sandboxes by Buddy Isolated cloud machines for your AI coding agents | Developer Tools | #16 | 86 | 8 | 38x |
| 17 | GLM-LegalPublic Z.ai’s legal AI model for contract review and compliance | Legal | #4 | 194 | 0 | 37x |
| 18 | Fish Audio Drama 3Seed AI voice acting you can direct, not just generate | Artificial Intelligence | #7 | 122 | 2 | 36x |
| 19 | ngram 2.0Pre-seed Create explainers, screencasts, and AI avatar videos | Education | #2 | 253 | 9 | 36x |
| 20 | Confidence by Spotify Public Build products at full speed, with both hands on the wheel | Analytics | #7 | 120 | 7 | 36x |
| 21 | MentionBirdSeed Ahrefs for AI Search | Marketing | #6 | 156 | 6 | 35x |
| 22 | Navige Cut AI agent costs and control runaway spending | SaaS | #2 | 243 | 4 | 34x |
| 23 | Polylane Impact Analysis Catch risky pull requests before they break production | Developer Tools | #7 | 112 | 5 | 33x |
| 24 | Jockey by TwelveLabsSeries B Your entire video library: organized, searchable, understood | Productivity | #1 | 404 | 4 | 32x |
| 25 | Microsoft Maia 300Series C+ Microsoft’s own AI chip, headed to multi-gigawatts | Hardware | #12 | 90 | 0 | 31x |
| 26 | SalesRep.comSeries A Your AI sales rep: live prices, quotes & follow-ups 24/7 | Sales | #18 | 75 | 3 | 30x |
| 27 | Rambox Ready-to-use workspaces as you switch tasks and contexts | Productivity | #13 | 88 | 3 | 29x |
| 28 | TidenSeries A Intent verification for coding agents | Software Engineering | #5 | 198 | 6 | 28x |
| 29 | Firefox Enterprise Firefox for enterprises that want control of their data | Privacy | #10 | 99 | 0 | 28x |
| 30 | Hindsight 1.0 + MemlakeSeed Open source memory for AI agents to learn from experience | Open Source | #30 | 67 | 3 | 28x |
| 31 | Nemotron 3.5 Super VLPublic NVIDIA’s open multimodal model for specialized agents | Artificial Intelligence | #16 | 77 | 0 | 27x |
| 32 | Articos MCP See how simulated buyers react, right in your agent | Marketing | #1 | 326 | 2 | 27x |
| 33 | Apple HomeViewSeries C+ A new way to stay connected, and manage the home | Home | #3 | 203 | 0 | 26x |
| 34 | Tetriz Harness Turn what your team learns into everyone’s agent setup | Open Source | #20 | 65 | 12 | 25x |
| 35 | PostNitro for Agents Let your AI agent design and publish social posts | Social Media | #9 | 127 | 2 | 25x |
| 36 | PomeradoPre-seed Turn any website into an API; Faster & reliable browser use | API | #5 | 169 | 2 | 25x |
| 37 | Ubuntu 26.10 (Stonking Stingray) GNOME 51, Rust coreutils, and a refreshed Linux desktop | Linux | #9 | 97 | 0 | 25x |
| 38 | Agent Craft 100× your social engagement and leads | Sales | #16 | 94 | 3 | 23x |
| 39 | ReasonPre-seed A state-of-the-art coding agent for cost efficiency | Productivity | #8 | 111 | 3 | 23x |
| 40 | AdAnt 2.0 Muse for Social Media Marketing | Social Media | #6 | 179 | 2 | 23x |
| 41 | Upsolve Row-Level SecuritySeed Data permissions your AI agent can't talk its way past | Analytics | #24 | 87 | 3 | 22x |
| 42 | NitroStack Build, test, and deploy MCP servers in one place | Open Source | #1 | 293 | 10 | 22x |
| 43 | Harness by AutonomousSeries C+ Every coding agent, every machine, one command center. | Open Source | #2 | 326 | 2 | 22x |
| 44 | Etchv invisible forensic watermarks in images, PDFs and videos | Developer Tools | #44 | 62 | 1 | 22x |
| 45 | Kerno 1.0Seed The AI Runtime Backend QA Engineer | Software Engineering | #13 | 91 | 5 | 22x |
| 46 | Dottr Agent that drafts contracts, flags risks + gets them signed | Sales | #9 | 118 | 3 | 21x |
| 47 | NimbleSeries A SOTA Decision Model | Artificial Intelligence | #14 | 84 | 5 | 20x |
| 48 | Dreamscale LabsSeed Run the best robot AI models over the cloud | API | #23 | 80 | 4 | 20x |
| 49 | SuperLocalMemorySeries C+ Agent memory with Laya, Jev + Google Gemma | Open Source | #18 | 84 | 3 | 20x |
| 50 | vibesmonitor.com The ops center for everything you ship | Analytics | #14 | 98 | 2 | 19x |
| 51 | Lovable Growth ToolsSeries C+ From building your app to growing it, in one chat | Marketing | #12 | 99 | 0 | 19x |
| 52 | Apple HomePod mini 2Series C+ Apple's tiny smart speaker, now built for Siri AI | Hardware | #24 | 72 | 0 | 19x |
| 53 | Basedash Connector gallerySeed See what you'll build before you connect a data source | Artificial Intelligence | #27 | 75 | 1 | 19x |
| 54 | Vincentt Bring your ideas to life through the camera. | Developer Tools | #26 | 84 | 4 | 18x |
| 55 | ScapeSeed Orchestrate agent fleets with custom tools built on macOS | Developer Tools | #20 | 89 | 2 | 18x |
| 56 | SlashDocs by RazorpaySeries C+ Self-hosted collaboration layer for agent-written HTML | Productivity | #32 | 65 | 1 | 18x |
| 57 | Retriever AI Free AI browser agent: find leads, reach out, apply to jobs | Chrome Extensions | #3 | 223 | 2 | 18x |
| 58 | Talanoa Email that feels like chat | #1 | 310 | 2 | 18x | |
| 59 | EmochiSeries B Voice journal to understand yourself through art and science | iOS | #4 | 157 | 4 | 17x |
| 60 | Ancher 2.0Seed Turn everything you read and save into work you can ship | Productivity | #6 | 148 | 3 | 17x |
| 61 | Bearconnect 2.0 AI-Powered LinkedIn Platform for Content and Outreach | Sales | #10 | 96 | 1 | 16x |
| 62 | Hexis Cloud One company brain for all your AI agents | Productivity | #7 | 122 | 2 | 16x |
| 63 | Google Fitbit EdgeSeries C+ Google’s smartest fitness tracker ever with 7-day battery | Health & Fitness | #15 | 94 | 0 | 16x |
| 64 | withHumanPre-seed A open-source human approval layer for AI Agents | Open Source | #8 | 104 | 2 | 16x |
| 65 | OpenWhispr for iOSSeed 100% open source, free & on device transcription | iOS | #12 | 101 | 3 | 15x |
| 66 | guilds.runSeries A Create multi-agent workflows that you can trust | Open Source | #4 | 188 | 3 | 15x |
| 67 | Dropstone CLI The self-learning coding agent for your terminal | Developer Tools | #12 | 88 | 1 | 15x |
| 68 | GBrain Tools A password manager for AI | Artificial Intelligence | #17 | 67 | 3 | 15x |
| 69 | Shrine A home for your agents | Mac | #21 | 82 | 5 | 14x |
| 70 | Muse Spark OpenPublic The most capable US open weights model to date | Open Source | #15 | 84 | 2 | 14x |
| 71 | MausBot Open source Grok Bot: Free, Local | Productivity | #7 | 137 | 2 | 14x |
| 72 | CLI Manager Let one AI agent open and drive your other CLI agents | Open Source | #17 | 92 | 1 | 13x |
| 73 | Invited - AI Reminder Scanner AI reminder scanner for bills, invites & documents | Android | #13 | 83 | 3 | 13x |
| 74 | Chatway MCPSeries C+ Let ChatGPT & Claude answer customer support tickets via MCP | Customer Success | #10 | 97 | 2 | 13x |
| 75 | NoteHouse Private lending, without the paperwork headache. | Fintech | #36 | 64 | 1 | 13x |
| 76 | Tesla RoadsterPublic The hypercar that flies | Electric Cars | #3 | 239 | 0 | 13x |
| 77 | ParallaxPre-seed Every coding agent you run, in one place. | Developer Tools | #11 | 99 | 3 | 13x |
| 78 | EditUI Point at your UI. Tell your coding agent what to change. | Chrome Extensions | #22 | 74 | 1 | 13x |
| 79 | CodeCrab AI code reviews with deep analysis & multi-tool integrations | Software Engineering | #26 | 77 | 1 | 13x |
| 80 | ExcaliClaw Hand-drawn diagrams your AI agent can draw with you | Productivity | #11 | 90 | 1 | 13x |
| 81 | HarnessHive AI-Native, Simple & Collaborative Wire Harness Design | Design Tools | #19 | 89 | 2 | 13x |
| 82 | RoleFitPublic Tailor every job application without starting from scratch | Productivity | #33 | 65 | 2 | 12x |
| 83 | Payload Peek Catch Webhooks. Inspect Payloads. Generate TypeScript. | API | #47 | 61 | 1 | 12x |
| 84 | SaidTrace Private voice memos. Your choice of AI. | Mac | #35 | 69 | 1 | 12x |
| 85 | Step 5 PreviewSeries B 600B open weights, trained for long-running agents | Open Source | #16 | 81 | 0 | 12x |
| 86 | Exodus for Google Cloud RunSeries C+ Upgrade any app to Cloud Run, with your coding agent | Open Source | #9 | 111 | 2 | 12x |
| 87 | Brussle Improve Jev's accuracy on your data | Artificial Intelligence | #32 | 71 | 1 | 12x |
| 88 | Takes for Mac Record talking-head videos. Claude Code does the edit. | Open Source | #8 | 128 | 1 | 12x |
| 89 | Cloud ReleasesSeries C+ Every AWS, Azure, GCP and Cloudflare update in one feed | Productivity | #21 | 77 | 1 | 11x |
| 90 | SquadRoom AI employees that work 24/7 | Productivity | #15 | 78 | 1 | 11x |
| 91 | Ultracite v8 The linter and formatter for agentic development | Open Source | #9 | 108 | 1 | 11x |
| 92 | Xiryn The open-source personal agent that runs on your computer | Open Source | #21 | 89 | 1 | 11x |
| 93 | CSuite All-in-one suite for AI content creation, fully private. | Productivity | #34 | 65 | 1 | 11x |
| 94 | BackdropSeed Build AI coworkers for any workflow, any industry | Productivity | #12 | 94 | 2 | 11x |
| 95 | Manifold MCP SEO, AI answers, social, ads and leads data for your agent | Marketing | #5 | 155 | 1 | 11x |
| 96 | WriterzRoom Governed multi-agent AI content for regulated industries | Marketing | #38 | 64 | 1 | 11x |
| 97 | Train with PastaSeries C+ A personal trainer powered by Apple Intelligence | iOS | #5 | 130 | 1 | 11x |
| 98 | Make0 Brain A memory store that works across all of your AI agents. | Productivity | #18 | 82 | 1 | 11x |
| 99 | AdHelm CLI An Open Sourced CLI for Managing Ads | Open Source | #28 | 82 | 1 | 11x |
| 100 | Servor One console to run and monitor all your servers | SaaS | #13 | 99 | 1 | 11x |
| 101 | Kugel 3.5Seed Text-to-speech that beats any other Model out there | API | #25 | 71 | 1 | 11x |
| 102 | Hintly for Google Meet™Series C+ Real-time hints for every term you miss on Google Meet | Chrome Extensions | #6 | 131 | 1 | 11x |
| 103 | SupoClip Open-source AI clipper: long videos into viral shorts | Open Source | #28 | 70 | 1 | 10x |
| 104 | Remocn StudioSeed Ship a launch video without opening After Effects | Developer Tools | #22 | 88 | 1 | 10x |
| 105 | Toby Realistic mock interviews with an AI hiring manager | Hiring | #10 | 110 | 1 | 10x |
| 106 | NANI??? Your interpreter and your boss doesn't even know. | Mac | #18 | 66 | 0 | 10x |
| 107 | LleverageSeed The autonomous back office for the physical economy | Artificial Intelligence | #34 | 69 | 1 | 10x |
| 108 | NestJS Observe Zero-config observability built for NestJS | Analytics | #28 | 74 | 1 | 10x |
| 109 | AcyclicSeed Rapid agent swarms for any agentic workflow | Open Source | #27 | 69 | 2 | 10x |
| 110 | CmdRound Assess how engineers build with artificial intelligence | Hiring | #29 | 73 | 1 | 9.8x |
| 111 | PixLatePre-seed Translate documents. Preserve artwork and layout. | Productivity | #42 | 62 | 1 | 9.8x |
| 112 | siliXonPre-seed Turn a plain English idea into a circuit board you can order | Design Tools | #11 | 93 | 2 | 9.8x |
| 113 | The Drive AIPre-seed The AI agent that does the work on your files | Android | #18 | 90 | 1 | 9.4x |
| 114 | CinemaLut Any frame's color, as a LUT for yours. | Photography | #22 | 81 | 1 | 9.3x |
| 115 | BOSS ConsoleSeries A A tiny OS for your always-on agents | Productivity | #14 | 93 | 2 | 9.0x |
| 116 | Spinachi AISeries C+ Personal AI health manager on Whatsapp | Health & Fitness | #20 | 76 | 2 | 8.9x |
| 117 | EpheremSeries C+ Find login and database flaws in your AI-built app | Developer Tools | #19 | 77 | 1 | 8.9x |
| 118 | Rushilo Edit video by talking to Claude Code or Codex | Social Media | #31 | 71 | 1 | 8.8x |
| 119 | Codemind Delegate coding. Get back code that works. | Productivity | #19 | 71 | 1 | 8.5x |
| 120 | Palomino Ultrafast workspace for agents to run in parallel | Productivity | #36 | 55 | 1 | 8.5x |
| 121 | Orbora Create personalized guided audio: meditation, breath, ASMR | Android | #26 | 69 | 1 | 8.4x |
| 122 | Screenwell.ai An AI interviewer that runs your first-round screening | Hiring | #39 | 63 | 1 | 8.4x |
| 123 | FinderGit Every Git repo on your Mac: browse, commit, review, clean | Productivity | #23 | 61 | 1 | 8.4x |
| 124 | Afterparty Automated actions for meeting deliverables | Productivity | #20 | 83 | 1 | 8.4x |
| 125 | LegacyFixerPublic Python dependency security scans with optional fix PRs | Developer Tools | #48 | 60 | 1 | 8.3x |
| 126 | Cube Forms Forms that can be filled by agents | Productivity | #17 | 76 | 1 | 8.2x |
| 127 | Blade Find your first customers hiding in your inbox | #35 | 66 | 3 | 8.2x | |
| 128 | Milepost An iOS driving journal for your car, with an MCP server | iOS | #16 | 77 | 1 | 8.1x |
| 129 | FamRelay Share facts between AI assistants — only what you approve | Productivity | #45 | 62 | 1 | 8.0x |
| 130 | GenchiSeed Project delivery predictions, from the people doing the work | Developer Tools | #11 | 104 | 1 | 8.0x |
| 131 | Audio Lip Sync Pro for Blender Generate high-quality facial animations, direct from audio. | Design Tools | #30 | 72 | 1 | 7.9x |
| 132 | Caldera Your Obsidian vault as a living profile and linked garden | Productivity | #2 | 189 | 1 | 7.9x |
| 133 | Actually Asked A self-improving branded AI FAQ page | Customer Success | #17 | 84 | 1 | 7.9x |
| 134 | FwrdSeries C+ Forward iPhone texts to Slack, Discord, or Telegram | iOS | #19 | 84 | 1 | 7.8x |
| 135 | Mi Speaks 2.0 Books and PDFs read aloud by neural voices, on device | iOS | #27 | 84 | 1 | 7.8x |
| 136 | DraperPre-seed Validate, plan, and launch a business, one step at a time. | Branding | #11 | 89 | 3 | 7.7x |
| 137 | Superdraft Automatically identify opportunities to email your customers | Email Marketing | #24 | 80 | 1 | 7.6x |
| 138 | OpenCouncil Voice rooms where your team and AIs debate together | Productivity | #31 | 66 | 0 | 7.6x |
| 139 | Reelbird Open Source Loom + Screen Studio alternative for Mac | Productivity | #15 | 88 | 1 | 7.5x |
| 140 | Craft AgentsSeries B The world's most powerful agents, with the UX they deserve | Open Source | #7 | 111 | 1 | 7.3x |
| 141 | Scalebrowser Human browser capabilities. Now for AI agents. | Developer Tools | #31 | 57 | 1 | 7.3x |
| 142 | Taim Capture it. Taim files, schedules & syncs it with your AI. | Productivity | #13 | 98 | 2 | 7.2x |
| 143 | Audimate AI assistant that works right in the apps you already use | Productivity | #33 | 70 | 2 | 7.2x |
| 144 | AURORA Lifeline Know who a cyclone will cut off, before the roads close | Open Source | #40 | 63 | 1 | 7.2x |
| 145 | Music DawnSeries C+ A recorder for musicians. Every idea sounds finished. | iOS | #23 | 88 | 1 | 7.2x |
| 146 | Table Canon Automated notes, searchable history, prep ideas for GMs | Productivity | #17 | 81 | 1 | 7.2x |
| 147 | Winq Control your Mac with a look and a wink | Productivity | #16 | 84 | 1 | 7.1x |
| 148 | Grablo Spot Free AI NVR that finds any person or vehicle in seconds | Privacy | #38 | 55 | 1 | 7.1x |
| 149 | Keysi See every shortcut of the app you're in | Productivity | #29 | 68 | 1 | 7.1x |
| 150 | Mermaid Tell your Mac what to do. From literally anywhere | Artificial Intelligence | #25 | 60 | 1 | 7.0x |
| 151 | Neophyte Watch an AI agent sign up and onboard to any product | User Experience | #27 | 59 | 1 | 7.0x |
| 152 | Parrot Smart Meeting Assistant for Mac that helps during the call | Mac | #14 | 84 | 1 | 7.0x |
| 153 | Kalesh Judge Turn petty fights into a public trial | Entertainment | #39 | 55 | 1 | 6.9x |
| 154 | CraveLens See it. Crave it. Get it. | Chrome Extensions | #23 | 73 | 1 | 6.9x |
| 155 | Daddy Issues Think ahead. Fight less. A weekly family briefing for dads. | Calendar | #6 | 125 | 1 | 6.7x |
| 156 | Mira Tours AI Walking Tour Guide | Android | #15 | 83 | 1 | 6.7x |
| 157 | Holm A self hosted home page for everyone in the house | Productivity | #32 | 56 | 1 | 6.6x |
| 158 | Atticus Hold a key, talk, and your Mac does what you asked | Mac | #25 | 77 | 1 | 6.6x |
| 159 | Korinotch Your MacBook notch, turned into a command center | Mac | #17 | 80 | 0 | 6.6x |
| 160 | Calenteri SaaS where a user can can book appointments to other users. | Privacy | #30 | 57 | 1 | 6.6x |
| 161 | Tidy DesignSeries C+ Open Source Paper / Figma Alternative | Design Tools | #19 | 65 | 2 | 6.6x |
| 162 | SignWith E-signatures without the subscription. Pay per doc. | Productivity | #4 | 209 | 1 | 6.6x |
| 163 | Atelier The studio your AI coding agents work in | Developer Tools | #37 | 55 | 0 | 6.6x |
| 164 | Nudgebox Send push notifications without building an app | API | #33 | 56 | 1 | 6.5x |
| 165 | ElocuentiSeries C+ Agentic commerce: sell on WhatsApp and AI assistants | Messaging | #46 | 61 | 1 | 6.4x |
| 166 | Nostaliga Rediscover the days behind your favorite songs | iOS | #14 | 90 | 1 | 6.3x |
| 167 | Helicon Open-source desktop app and VS Code panel for Muse Code | Open Source | #28 | 59 | 1 | 6.3x |
| 168 | Understory Notes Notes that tell the tale | Productivity | #14 | 79 | 1 | 6.2x |
| 169 | OpenFlowKit 2 Free, open-source diagrams you and your agent edit together | Design Tools | #25 | 86 | 1 | 6.1x |
| 170 | Dashrendr Build dashboards visually, embed them anywhere | SaaS | #41 | 63 | 1 | 6.1x |
| 171 | T-Scriptor Be in the lecture. T-Scriptor takes the notes. | Productivity | #37 | 64 | 1 | 5.9x |
| 172 | Specreel Product demos that update themselves | Open Source | #11 | 100 | 1 | 5.7x |
| 173 | Salience See every request to your website and how it responds. | Analytics | #13 | 85 | 1 | 5.4x |
| 174 | Diagramly Sketch systems at the speed you think | Design Tools | #43 | 62 | 1 | 5.4x |
| 175 | CrewTower Mod for Claude Code Talk to Claude Code right from your MacBook notch | Developer Tools | #18 | 64 | 1 | 5.4x |
| 176 | Sparrow Self-hosted webhook delivery. One binary, just Postgres. | Open Source | #26 | 60 | 1 | 5.4x |
| 177 | Maybloc new SOTA for speech-to-text for multi-speaker audio | Languages | #34 | 56 | 1 | 5.4x |
| 178 | FutureMail Email on your domain, built for people and their AI agents | #29 | 52 | 1 | 5.4x | |
| 179 | Toad Point your agent at any machine you own. | Productivity | #35 | 55 | 1 | 5.1x |
| 180 | Memory Chess Study a chess position, then rebuild it from memory | Board Games | #8 | 120 | 0 | 5.1x |
| 181 | Spiralens Golden ratio camera that tells you where to move your phone | Android | #12 | 87 | 1 | 4.8x |
| 182 | Unfenced Land for sale that actually borders public land | Home | #10 | 96 | 1 | 4.7x |
| 183 | iKnowMyMac See why your Mac is slow, with the evidence and the fix | Mac | #22 | 62 | 1 | 4.7x |
| 184 | Skisso Edit your live UI in your design system, hand off the diff | Chrome Extensions | #24 | 61 | 1 | 4.6x |
| 185 | Earnote Lecture & meeting notes, written on your device | Productivity | #15 | 84 | 0 | 4.4x |
| 186 | DOYT The Dynamic Island to-do app you don't have to open | iOS | #29 | 57 | 1 | 4.3x |
| 187 | LooGo Find public restrooms fast | Android | #6 | 116 | 1 | 4.3x |
How these predictions are made
Every featured Product Hunt launch is scored the following weekend using only signals visible on launch day: votes, comments, daily rank, maker count and follower reach, topic, and launch timing. The model is the champion of the PHBench leaderboard, which reaches 4.7x lift over random on a held-out test set. A separate funding check then flags companies that already raised a Series A or later, so the weekly newsletter only features companies still ahead of that round. Read the analytics for what drives rank and funding, or get the picks by email every week from the predictions page.