PHBench

Product Hunt launches most likely to raise Series A

Week of October 12, 2026 · Oct 12 to Oct 18, 2026

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.

187
Launches scored
10
Newsletter picks
57x
Top lift
#ProductCategoryDaily rankVotesMakersLift
1daily.dev for agentsSeed
Where agents discover what's next
News#41991157x
2Fina BusinessSeed
The flexible $20/mo QuickBooks alternative for founders
Business#3261353x
3Inferock
Serverless inference, with credits back for failed calls.
Developer Tools#2391350x
4Scrape Anything by Context.devSeed
Turn any website into clean data with one API call.
API#9101450x
5GPU Terminal by Context.devSeed
Compare GPU rental prices across cloud providers
Open Source#8109546x
6OpenCode 2.0Series A
The open source AI coding agent
Open Source#2293545x
7Notion: Context for your agentsSeries C+
Switch AI agents without re-explaining your work
Productivity#3176345x
8PancakeSeries C+
The Vercel for GTM
Sales#1542544x
9Base CodePublic
Let your whole team build on your product
SaaS#3193043x
10KaiSeed
Autonomous assistant designed to handle meetings and email
Email#5195841x
11Kudos 3.0Series B
The AI that finds money you're missing and gets it back
Android#8116340x
12Google EmbeddingGemma 2Series C+
An open, lightweight multimodal embedding model
Artificial Intelligence#1288040x
13Muse WonderPublic
Meta’s most capable models for personal agents
Artificial Intelligence#4235038x
14Agent VaultSeed
Superpowers for your Agents
Payments#21631038x
15OpenMuseSeries A
Opensource, self hostable personal assistant for any harness
Open Source#5177538x
16AI Sandboxes by Buddy
Isolated cloud machines for your AI coding agents
Developer Tools#1686838x
17GLM-LegalPublic
Z.ai’s legal AI model for contract review and compliance
Legal#4194037x
18Fish Audio Drama 3Seed
AI voice acting you can direct, not just generate
Artificial Intelligence#7122236x
19ngram 2.0Pre-seed
Create explainers, screencasts, and AI avatar videos
Education#2253936x
20Confidence by Spotify Public
Build products at full speed, with both hands on the wheel
Analytics#7120736x
21MentionBirdSeed
Ahrefs for AI Search
Marketing#6156635x
22Navige
Cut AI agent costs and control runaway spending
SaaS#2243434x
23Polylane Impact Analysis
Catch risky pull requests before they break production
Developer Tools#7112533x
24Jockey by TwelveLabsSeries B
Your entire video library: organized, searchable, understood
Productivity#1404432x
25Microsoft Maia 300Series C+
Microsoft’s own AI chip, headed to multi-gigawatts
Hardware#1290031x
26SalesRep.comSeries A
Your AI sales rep: live prices, quotes & follow-ups 24/7
Sales#1875330x
27Rambox
Ready-to-use workspaces as you switch tasks and contexts
Productivity#1388329x
28TidenSeries A
Intent verification for coding agents
Software Engineering#5198628x
29Firefox Enterprise
Firefox for enterprises that want control of their data
Privacy#1099028x
30Hindsight 1.0 + MemlakeSeed
Open source memory for AI agents to learn from experience
Open Source#3067328x
31Nemotron 3.5 Super VLPublic
NVIDIA’s open multimodal model for specialized agents
Artificial Intelligence#1677027x
32Articos MCP
See how simulated buyers react, right in your agent
Marketing#1326227x
33Apple HomeViewSeries C+
A new way to stay connected, and manage the home
Home#3203026x
34Tetriz Harness
Turn what your team learns into everyone’s agent setup
Open Source#20651225x
35PostNitro for Agents
Let your AI agent design and publish social posts
Social Media#9127225x
36PomeradoPre-seed
Turn any website into an API; Faster & reliable browser use
API#5169225x
37Ubuntu 26.10 (Stonking Stingray)
GNOME 51, Rust coreutils, and a refreshed Linux desktop
Linux#997025x
38Agent Craft
100× your social engagement and leads
Sales#1694323x
39ReasonPre-seed
A state-of-the-art coding agent for cost efficiency
Productivity#8111323x
40AdAnt 2.0
Muse for Social Media Marketing
Social Media#6179223x
41Upsolve Row-Level SecuritySeed
Data permissions your AI agent can't talk its way past
Analytics#2487322x
42NitroStack
Build, test, and deploy MCP servers in one place
Open Source#12931022x
43Harness by AutonomousSeries C+
Every coding agent, every machine, one command center.
Open Source#2326222x
44Etchv
invisible forensic watermarks in images, PDFs and videos
Developer Tools#4462122x
45Kerno 1.0Seed
The AI Runtime Backend QA Engineer
Software Engineering#1391522x
46Dottr
Agent that drafts contracts, flags risks + gets them signed
Sales#9118321x
47NimbleSeries A
SOTA Decision Model
Artificial Intelligence#1484520x
48Dreamscale LabsSeed
Run the best robot AI models over the cloud
API#2380420x
49SuperLocalMemorySeries C+
Agent memory with Laya, Jev + Google Gemma
Open Source#1884320x
50vibesmonitor.com
The ops center for everything you ship
Analytics#1498219x
51Lovable Growth ToolsSeries C+
From building your app to growing it, in one chat
Marketing#1299019x
52Apple HomePod mini 2Series C+
Apple's tiny smart speaker, now built for Siri AI
Hardware#2472019x
53Basedash Connector gallerySeed
See what you'll build before you connect a data source
Artificial Intelligence#2775119x
54Vincentt
Bring your ideas to life through the camera.
Developer Tools#2684418x
55ScapeSeed
Orchestrate agent fleets with custom tools built on macOS
Developer Tools#2089218x
56SlashDocs by RazorpaySeries C+
Self-hosted collaboration layer for agent-written HTML
Productivity#3265118x
57Retriever AI
Free AI browser agent: find leads, reach out, apply to jobs
Chrome Extensions#3223218x
58Talanoa
Email that feels like chat
Email#1310218x
59EmochiSeries B
Voice journal to understand yourself through art and science
iOS#4157417x
60Ancher 2.0Seed
Turn everything you read and save into work you can ship
Productivity#6148317x
61Bearconnect 2.0
AI-Powered LinkedIn Platform for Content and Outreach
Sales#1096116x
62Hexis Cloud
One company brain for all your AI agents
Productivity#7122216x
63Google Fitbit EdgeSeries C+
Google’s smartest fitness tracker ever with 7-day battery
Health & Fitness#1594016x
64withHumanPre-seed
A open-source human approval layer for AI Agents
Open Source#8104216x
65OpenWhispr for iOSSeed
100% open source, free & on device transcription
iOS#12101315x
66guilds.runSeries A
Create multi-agent workflows that you can trust
Open Source#4188315x
67Dropstone CLI
The self-learning coding agent for your terminal
Developer Tools#1288115x
68GBrain Tools
A password manager for AI
Artificial Intelligence#1767315x
69Shrine
A home for your agents
Mac#2182514x
70Muse Spark OpenPublic
The most capable US open weights model to date
Open Source#1584214x
71MausBot
Open source Grok Bot: Free, Local
Productivity#7137214x
72CLI Manager
Let one AI agent open and drive your other CLI agents
Open Source#1792113x
73Invited - AI Reminder Scanner
AI reminder scanner for bills, invites & documents
Android#1383313x
74Chatway MCPSeries C+
Let ChatGPT & Claude answer customer support tickets via MCP
Customer Success#1097213x
75NoteHouse
Private lending, without the paperwork headache.
Fintech#3664113x
76Tesla RoadsterPublic
The hypercar that flies
Electric Cars#3239013x
77ParallaxPre-seed
Every coding agent you run, in one place.
Developer Tools#1199313x
78EditUI
Point at your UI. Tell your coding agent what to change.
Chrome Extensions#2274113x
79CodeCrab
AI code reviews with deep analysis & multi-tool integrations
Software Engineering#2677113x
80ExcaliClaw
Hand-drawn diagrams your AI agent can draw with you
Productivity#1190113x
81HarnessHive
AI-Native, Simple & Collaborative Wire Harness Design
Design Tools#1989213x
82RoleFitPublic
Tailor every job application without starting from scratch
Productivity#3365212x
83Payload Peek
Catch Webhooks. Inspect Payloads. Generate TypeScript.
API#4761112x
84SaidTrace
Private voice memos. Your choice of AI.
Mac#3569112x
85Step 5 PreviewSeries B
600B open weights, trained for long-running agents
Open Source#1681012x
86Exodus for Google Cloud RunSeries C+
Upgrade any app to Cloud Run, with your coding agent
Open Source#9111212x
87Brussle
Improve Jev's accuracy on your data
Artificial Intelligence#3271112x
88Takes for Mac
Record talking-head videos. Claude Code does the edit.
Open Source#8128112x
89Cloud ReleasesSeries C+
Every AWS, Azure, GCP and Cloudflare update in one feed
Productivity#2177111x
90SquadRoom
AI employees that work 24/7
Productivity#1578111x
91Ultracite v8
The linter and formatter for agentic development
Open Source#9108111x
92Xiryn
The open-source personal agent that runs on your computer
Open Source#2189111x
93CSuite
All-in-one suite for AI content creation, fully private.
Productivity#3465111x
94BackdropSeed
Build AI coworkers for any workflow, any industry
Productivity#1294211x
95Manifold MCP
SEO, AI answers, social, ads and leads data for your agent
Marketing#5155111x
96WriterzRoom
Governed multi-agent AI content for regulated industries
Marketing#3864111x
97Train with PastaSeries C+
A personal trainer powered by Apple Intelligence
iOS#5130111x
98Make0 Brain
A memory store that works across all of your AI agents.
Productivity#1882111x
99AdHelm CLI
An Open Sourced CLI for Managing Ads
Open Source#2882111x
100Servor
One console to run and monitor all your servers
SaaS#1399111x
101Kugel 3.5Seed
Text-to-speech that beats any other Model out there
API#2571111x
102Hintly for Google Meet™Series C+
Real-time hints for every term you miss on Google Meet
Chrome Extensions#6131111x
103SupoClip
Open-source AI clipper: long videos into viral shorts
Open Source#2870110x
104Remocn StudioSeed
Ship a launch video without opening After Effects
Developer Tools#2288110x
105Toby
Realistic mock interviews with an AI hiring manager
Hiring#10110110x
106NANI???
Your interpreter and your boss doesn't even know.
Mac#1866010x
107LleverageSeed
The autonomous back office for the physical economy
Artificial Intelligence#3469110x
108NestJS Observe
Zero-config observability built for NestJS
Analytics#2874110x
109AcyclicSeed
Rapid agent swarms for any agentic workflow
Open Source#2769210x
110CmdRound
Assess how engineers build with artificial intelligence
Hiring#297319.8x
111PixLatePre-seed
Translate documents. Preserve artwork and layout.
Productivity#426219.8x
112siliXonPre-seed
Turn a plain English idea into a circuit board you can order
Design Tools#119329.8x
113The Drive AIPre-seed
The AI agent that does the work on your files
Android#189019.4x
114CinemaLut
Any frame's color, as a LUT for yours.
Photography#228119.3x
115BOSS ConsoleSeries A
A tiny OS for your always-on agents
Productivity#149329.0x
116Spinachi AISeries C+
Personal AI health manager on Whatsapp
Health & Fitness#207628.9x
117EpheremSeries C+
Find login and database flaws in your AI-built app
Developer Tools#197718.9x
118Rushilo
Edit video by talking to Claude Code or Codex
Social Media#317118.8x
119Codemind
Delegate coding. Get back code that works.
Productivity#197118.5x
120Palomino
Ultrafast workspace for agents to run in parallel
Productivity#365518.5x
121Orbora
Create personalized guided audio: meditation, breath, ASMR
Android#266918.4x
122Screenwell.ai
An AI interviewer that runs your first-round screening
Hiring#396318.4x
123FinderGit
Every Git repo on your Mac: browse, commit, review, clean
Productivity#236118.4x
124Afterparty
Automated actions for meeting deliverables
Productivity#208318.4x
125LegacyFixerPublic
Python dependency security scans with optional fix PRs
Developer Tools#486018.3x
126Cube Forms
Forms that can be filled by agents
Productivity#177618.2x
127Blade
Find your first customers hiding in your inbox
Email#356638.2x
128Milepost
An iOS driving journal for your car, with an MCP server
iOS#167718.1x
129FamRelay
Share facts between AI assistants — only what you approve
Productivity#456218.0x
130GenchiSeed
Project delivery predictions, from the people doing the work
Developer Tools#1110418.0x
131Audio Lip Sync Pro for Blender
Generate high-quality facial animations, direct from audio.
Design Tools#307217.9x
132Caldera
Your Obsidian vault as a living profile and linked garden
Productivity#218917.9x
133Actually Asked
A self-improving branded AI FAQ page
Customer Success#178417.9x
134FwrdSeries C+
Forward iPhone texts to Slack, Discord, or Telegram
iOS#198417.8x
135Mi Speaks 2.0
Books and PDFs read aloud by neural voices, on device
iOS#278417.8x
136DraperPre-seed
Validate, plan, and launch a business, one step at a time.
Branding#118937.7x
137Superdraft
Automatically identify opportunities to email your customers
Email Marketing#248017.6x
138OpenCouncil
Voice rooms where your team and AIs debate together
Productivity#316607.6x
139Reelbird
Open Source Loom + Screen Studio alternative for Mac
Productivity#158817.5x
140Craft AgentsSeries B
The world's most powerful agents, with the UX they deserve
Open Source#711117.3x
141Scalebrowser
Human browser capabilities. Now for AI agents.
Developer Tools#315717.3x
142Taim
Capture it. Taim files, schedules & syncs it with your AI.
Productivity#139827.2x
143Audimate
AI assistant that works right in the apps you already use
Productivity#337027.2x
144AURORA Lifeline
Know who a cyclone will cut off, before the roads close
Open Source#406317.2x
145Music DawnSeries C+
A recorder for musicians. Every idea sounds finished.
iOS#238817.2x
146Table Canon
Automated notes, searchable history, prep ideas for GMs
Productivity#178117.2x
147Winq
Control your Mac with a look and a wink
Productivity#168417.1x
148Grablo Spot
Free AI NVR that finds any person or vehicle in seconds
Privacy#385517.1x
149Keysi
See every shortcut of the app you're in
Productivity#296817.1x
150Mermaid
Tell your Mac what to do. From literally anywhere
Artificial Intelligence#256017.0x
151Neophyte
Watch an AI agent sign up and onboard to any product
User Experience#275917.0x
152Parrot
Smart Meeting Assistant for Mac that helps during the call
Mac#148417.0x
153Kalesh Judge
Turn petty fights into a public trial
Entertainment#395516.9x
154CraveLens
See it. Crave it. Get it.
Chrome Extensions#237316.9x
155Daddy Issues
Think ahead. Fight less. A weekly family briefing for dads.
Calendar#612516.7x
156Mira Tours
AI Walking Tour Guide
Android#158316.7x
157Holm
A self hosted home page for everyone in the house
Productivity#325616.6x
158Atticus
Hold a key, talk, and your Mac does what you asked
Mac#257716.6x
159Korinotch
Your MacBook notch, turned into a command center
Mac#178006.6x
160Calenteri
SaaS where a user can can book appointments to other users.
Privacy#305716.6x
161Tidy DesignSeries C+
Open Source Paper / Figma Alternative
Design Tools#196526.6x
162SignWith
E-signatures without the subscription. Pay per doc.
Productivity#420916.6x
163Atelier
The studio your AI coding agents work in
Developer Tools#375506.6x
164Nudgebox
Send push notifications without building an app
API#335616.5x
165ElocuentiSeries C+
Agentic commerce: sell on WhatsApp and AI assistants
Messaging#466116.4x
166Nostaliga
Rediscover the days behind your favorite songs
iOS#149016.3x
167Helicon
Open-source desktop app and VS Code panel for Muse Code
Open Source#285916.3x
168Understory Notes
Notes that tell the tale
Productivity#147916.2x
169OpenFlowKit 2
Free, open-source diagrams you and your agent edit together
Design Tools#258616.1x
170Dashrendr
Build dashboards visually, embed them anywhere
SaaS#416316.1x
171T-Scriptor
Be in the lecture. T-Scriptor takes the notes.
Productivity#376415.9x
172Specreel
Product demos that update themselves
Open Source#1110015.7x
173Salience
See every request to your website and how it responds.
Analytics#138515.4x
174Diagramly
Sketch systems at the speed you think
Design Tools#436215.4x
175CrewTower Mod for Claude Code
Talk to Claude Code right from your MacBook notch
Developer Tools#186415.4x
176Sparrow
Self-hosted webhook delivery. One binary, just Postgres.
Open Source#266015.4x
177Maybloc
new SOTA for speech-to-text for multi-speaker audio
Languages#345615.4x
178FutureMail
Email on your domain, built for people and their AI agents
Email#295215.4x
179Toad
Point your agent at any machine you own.
Productivity#355515.1x
180Memory Chess
Study a chess position, then rebuild it from memory
Board Games#812005.1x
181Spiralens
Golden ratio camera that tells you where to move your phone
Android#128714.8x
182Unfenced
Land for sale that actually borders public land
Home#109614.7x
183iKnowMyMac
See why your Mac is slow, with the evidence and the fix
Mac#226214.7x
184Skisso
Edit your live UI in your design system, hand off the diff
Chrome Extensions#246114.6x
185Earnote
Lecture & meeting notes, written on your device
Productivity#158404.4x
186DOYT
The Dynamic Island to-do app you don't have to open
iOS#295714.3x
187LooGo
Find public restrooms fast
Android#611614.3x
Lift is the model's Series A probability divided by the 0.78% base rate. Stage badges show the company's latest known round at scoring time.

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.

Scored 2026-10-19. Archive of all weeks: phbench.com/predictions.
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