Trained on 256,000+ real launches

Predict and optimize your launch

ML models score and rewrite your product description across 7 launch platforms. Know your odds before you go live.

Product Hunt

Trained on 256,000+ real launches.

256k+launches analyzed

7platforms

Instantresults

Today on Product HuntLive

Live leaderboard with Launch Intel scores for every product launching today

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How it works

Three steps. Zero friction.

No signup, no waiting. Describe your product and get predictions in seconds.

Describe your product

Paste your name, tagline, and what it does. A few sentences is all the model needs to work with.

Get instant predictions

ML models trained on each platform's real launch data score your product independently. See signals, probabilities, and engagement estimates.

Launch with confidence

Know which platforms fit your product before you launch. Optimize your description, find similar products, and pick the right audience.

Features

Everything you need to launch smarter

Not just a score. Understand why, compare with real products, and optimize your message for each audience.

Multi-platform ML predictions

Seven independent models, each trained on real outcomes from its platform. Not one generic score, but specific probabilities tuned to each audience.

Signal word analysis

See exactly which words boost or hurt your score. Understand what resonates with Product Hunt voters vs. Hacker News readers vs. AppSumo buyers.

Similar product discovery

Find products like yours from the 256k+ launch database. See how comparable products performed and learn from their outcomes.

Description optimizer

Rewrite your product description to maximize prediction scores. Get copy tailored for each platform's audience and what they respond to.

New tool

Animate your logo in seconds

Upload your logo and our AI generates smooth, looping animations in 10 different styles. Download as GIF (Product Hunt ready, under 2 MB) or MP4 for ads and social media. One-time $19 for 24h access and 100 generations.

Try Logo Animator

Model performance

Trained on real outcomes, not guesses

Each platform has its own classifier evaluated on held-out data. ROC-AUC measures ranking quality. Brier score measures probability calibration (lower is better).

Platform	Predicts	Samples?	ROC-AUC?	Avg Prec?	Brier?	F1?
Product Hunt	Daily leaderboard (featured products)	25,068	0.862	0.788	0.159	0.735
Indie Hackers	Revenue-generating or 3+ followers	75,693	0.766	0.328	0.203	0.398
AppSumo	High-traction (53+ reviews, top 25%)	4,155	0.939	0.820	0.133	0.716
Hacker News	High-traction (points > 75th pct)	152,764	0.679	0.389	0.226	0.445
TrustMRR	Traction (MRR >= $1,000)	10,334	0.956	0.586	0.103	0.581
Acquire.com	Annual revenue >= $50k	1,318	1.000	0.996	0.049	0.915
BetaListcv	Listed and accepted	66,524	0.871	0.196	0.095	0.217

Metrics computed on predictions vs actual launch outcomes. Models retrained regularly as new data is collected.

Try it now

Analyze your product

Paste your product description. Get instant predictions across all 7 platforms.

Describe your product above to get predictions across all 7 platforms instantly.

Trained on 256,000+ product launches across Product Hunt, Indie Hackers, AppSumo, BetaList, TrustMRR, Hacker News, and Acquire.com. Predictions are probabilistic estimates.

From the database

Highest scored products

Top Launch Intel predictions across all platforms

See all products

1Code99%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Open source Cursor-like UI for Claude Code

Product Hunt+574Developer Tools

Locofy: design-to-code agents99%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Agentic frontend layer between Figma and Cursor & Claude

Product Hunt+113Design Tools

Basedash MCP write99%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Build charts and dashboards from Cursor and Claude

Product Hunt+78Developer Tools

Happy Cog96%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

We design, build, and market websites, apps, and products.

Indie Hackers31$1,100,000/mocommitment-side-project

ReelBuzz95%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Remove Background, PNG Maker, Batch Remove BG

Indie Hackerscommitment-full-time

Stromonic95%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

It brings the speed of Google to managed WordPress hosting.

Indie Hackerscommitment-full-time

SMS-iT CRM - Plus Exclusive95%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Customers appreciate SMS-iT CRM - Plus Exclusive for its robust lead generation capabilities across SMS, email, and social media, seamless integration, and efficient contact management. Some minor drawbacks include a clunky user interface and occasional bugs, but they are overshadowed by the platfor

AppSumo161

Sociamonials93%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Customers appreciate Sociamonials for its robust features, seamless automated posting, and powerful viral giveaways. The comprehensive integration with multiple social platforms, efficient scheduling, and user-friendly interface are also highly praised.

AppSumo252

KWHero93%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

'Customers are all about KWHero, praising its efficient content optimization, advanced keyword research, and user-friendly interface. There are a few hiccups like limitations in keyword data and occasional glitches, just small bumps on the road.

AppSumo82

Donutor

Collect donations with crypto (Web3)

BetaList

Web3Trackers

Web3 attribution: connect crypto campaigns to on-chain actions

BetaList

Lett3r

Web3 in your Inbox

BetaList

creator-crawl97%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Social media API for AI agents. MCP included. TikTok & Instagram supported.

TrustMRRDeveloper Tools

Apogee95%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Apogee lets Meta Ads media buyers, agencies and consultants bulk-upload hundreds of ad creatives in minutes, the painful workflow Meta's native tools never solved. Plus AI copywriting, campaign Autopi

TrustMRR42$3,976/moMarketing

Vidgenie.ai95%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Vidgenie.ai creates AI-generated videos for businesses and creators for social media use.

TrustMRR126$5,641/moArtificial Intelligence

Rivet – Open-source game server management with Nomad and Rust94%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Rivet – Open-source game server management with Nomad and Rust

Hacker News327

Open-source real time data framework for LLM applications94%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Open-source real time data framework for LLM applications

Hacker News92

Riza – Safely run untrusted code from your app94%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Riza – Safely run untrusted code from your app

Hacker News11

The only AIO/SEO plugin for one of largest CMS Platform worldwide—50,000+ users, 150% annual growth.89%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

$35K to $1.95M ARR in 3 years — 187% CAGR. 131% YoY growth.

Acquire.com$162,500/moSaaS

AI-photo app portfolio: $1.4M revenue · 40% EBITDA margin in 2026 · runs itself87%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

2026 YTD: $748K revenue · $299K SDE · 40% EBITDA margin (Jan–Aug, 8 months — annualizes ~$448K). TTM $1.40M revenue · $353K SDE · ~87% gross margin.

Acquire.com$116,666/moSaaS

LinkedIn Growth SaaS | $12.4K MRR | 92% Margin | +595% YoY Growth | Bootstrapped85%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

SaaS that helps founders, creators, marketers, and agencies grow their LinkedIn presence through real community-based engagement pods, AI-powered comments and replies, company page boosting, post scheduling, and analytics. Built over 3+ years, the business runs on $1,047/month in total infrastructure — generating 92% gross margins and 91.6% net margins.

Acquire.com$12,400/moSaaS

Ready to predict your launch?

256,000+ launches. 7 platforms. Your product is next. Stop guessing and start launching with real data behind you.

Analyze your product

Trained on 256,000+ real launches.