Compare tools
Side-by-side features, use cases and pricing — because the right pick depends on your job and budget, not just the ranking.
⇄ Comparison dimension — pick the market you're actually shopping in
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CatDoes
✓ verifiedFreemium
Describe an app or site in plain language and an autonomous AI agent codes, tests, and ships it for iOS, Android, or web.
57K visits/mo10K saves
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Atoms
✓ verifiedFreemium
No-code AI platform using multi-agent 'employees' to research, build, deploy and market full-stack apps from a prompt.
619K visits/mo15K saves
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Cosine
✓ verifiedPaid
Cosine builds Lumen, code-specialist AI models you can deploy where your data lives for secure, sovereign coding.
31K visits/mo
Pricing
Free: $0 (25 starting credits)
Paid plans from $20/mo
Free: $0/mo (15 credits/day)
Pro: from $20/mo (100 credits)
Max: from $100/mo (500 credits)
Starter: $19/mo (4M credits)
Team: $199/mo (47M credits)
Enterprise: $999/mo (240M credits)
Core features
- ✦Autonomous AI agent that builds and ships apps
- ✦iOS, Android, and web output
- ✦Built-in CatDoes Cloud backend
- ✦Full code editing and export
- ✦GitHub import and error monitoring
- ✦Multi-agent AI team (PM, engineer, analyst, etc.)
- ✦Chat-to-build full-stack apps
- ✦Built-in backend: auth, database, Stripe
- ✦SEO and ads agents
- ✦Race Mode across multiple models
- ✦Code export and GitHub sync
- ✦Lumen code-specialist models (Scout, Outpost, Sovereign)
- ✦Deployable on-prem, air-gapped or sovereign
- ✦Coding agent, CLI and cloud surfaces
- ✦Benchmarked on cost-per-successful-task
- ✦Support for niche programming languages
Use cases
- →Turn an idea into a shippable app without coding
- →Convert an existing website into a mobile app
- →Prototype and launch internal or customer-facing tools
- →Build SaaS and e-commerce apps
- →Launch MVPs in minutes
- →Add payments and user login
- →Drive SEO and ad growth
- →Export code and self-host
- →Automating software development tasks
- →Secure, sovereign or air-gapped AI coding
- →Working with niche programming languages
- →Cybersecurity and red-team code work
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