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Labelme

AI-assisted annotation with local models, running locally, ensuring your images never leave your computer.

AI
Dev Tools
SaaS
Content Creation
Productivity

Visit labelme.io ↗Founder interest ↓

Can you vibecode this?

Yes

The core is a desktop app wrapping an open-source Python tool with local AI models and an export toolkit — all shippable code. No licence, no catalogue, no human delivery. The dataset toolkit and export pipeline add meaningful scope.

Build This with Leapd →

The business

Total revenue

$35K+

Verified recently

Monthly revenue

$2K+/mo

↓ Declining · 60-day average

Peak month

~$5K

Best single month

Growth

~1.5×

Early months vs recent

For owners

Own Labelme? List it for sale.

Founders read this page looking for a business to build like your $2K+/mo one — some would rather buy one that already works. They skip the line, you get a clean exit. $25 one-time, no commission.

Why it works

Value proposition
Annotates images with local AI models, keeping data fully offline.
Problem
Cloud annotation tools expose sensitive training images to third parties.
Audience
Individuals and teams building image datasets for AI training.
Business model
One-time purchase at three tiers: Starter, Pro and Pro Lifetime, sold via Paddle.

Good to know3-day free trial14-day money-backOne-time purchaseOpen sourceTeam licenses

Can you vibecode this?

Yes

Moat

Brand & trust
Switching costs
Distribution advantage

Why people pay Labelme

The paid app is built by the creator of the 16K-star open-source Labelme, a tool teams already use and trust since 2016. Annotators who have built workflows, label schemas, and datasets on that foundation pay for the official build rather than starting over with an unknown copy.

Product complexity
Moderate
The product is a desktop app with local AI models, not a hosted web app.
Data
Low
No external data providers; all images and annotations stay on the customer's machine.
Integrations & infrastructure
Low
No third-party service integrations are required for the product to function.
Human operations
Low
Model mirror hosting and email support are the main operational requirements.
Regulation / hardware
Low
No regulated industry requirements apply to selling annotation software.

Build this business

Use the build specification below with any AI coding tool, or build it directly with Leapd.

Build This with Leapd →

Leapd builds

Web app with accounts, download management, license delivery and a customer dashboard
One-time tier purchases (Starter, Pro, Pro Lifetime) and team license inquiries with Stripe
Paddle connection
A landing page

Leapd runs

Cold email outreach to potential customers
Meta ads
LinkedIn and X posts
SEO and AI-search visibility
A daily report of what shipped

Opportunity check

Passes: Proven market: $2K+/mo already paid for it
Passes: Proven model: One-time purchase: Starter $49, Pro $79, Pro Lifetime $249
Passes: Proven need: AI teams need private image annotation
Passes: Buildable: Leapd builds it end to end

build-spec.txt

Build a web app that sells one-time licenses for a downloadable desktop image annotation tool, with accounts, license delivery and download management.

Product:
- User accounts for purchasing, signing in and accessing licensed downloads
- Customer dashboard showing active license tier, download links and update entitlement status
- Team and enterprise license inquiry flow with email handoff for volume pricing
- 3-day free trial download available without a credit card
- One year of app updates included with Starter and Pro; lifetime updates with Pro Lifetime
- License tied to one named user, installable on multiple personal machines with no device activation

Billing:
- One-time payments for Starter, Pro and Pro Lifetime tiers, plus team license invoicing, charged with Stripe