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Side-by-side features, use cases and pricing — because the right pick depends on your job and budget, not just the ranking.
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Riff
✓ verifiedPaid
AI agents that automate procurement, planning and logistics behind every order, so supply-chain teams scale volume without headcount.
3.9K visits/mo
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Lovable
✓ verifiedFreemium
AI app builder that turns chat prompts into working web apps and sites, with credit-based build and deploy.
35M visits/mo69K 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
Pricing
No public pricing
No public pricing
Free: $0/mo (15 credits/day)
Pro: from $20/mo (100 credits)
Max: from $100/mo (500 credits)
Core features
- ✦AI agents for procurement, planning and logistics
- ✦Order confirmation chasing and ERP updates
- ✦Invoice matching and deviation handling
- ✦Deterministic, guardrailed tool use (no invented data)
- ✦Runs on top of SAP, Oracle, Infor, Microsoft
- ✦Team-built and customizable agents
- ✦Chat-to-app and website generation
- ✦Real-time prototype building
- ✦One-click deploy and hosting
- ✦Templates to start projects
- ✦Credit-based building with shared workspaces
- ✦You own your code and data
- ✦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
Use cases
- →Automating order and supplier follow-up
- →Reducing manual procurement/logistics work
- →Scaling order volume without adding staff
- →Getting ahead of at-risk deliveries
- →Build web apps without coding
- →Prototype product ideas quickly
- →Create landing pages and sites
- →Ship internal 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
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