The full picture at a glance — then dig into any comparison below for the details.
| Capability | ChatGPT | Claude | Lovable | Shopify | Freelancers | Agencies | ||
|---|---|---|---|---|---|---|---|---|
| Builds websites, apps & software | Stores only | Varies | ||||||
| Autonomous agent team | ||||||||
| Keeps running the business after launch | Ongoing cost | Ongoing cost | ||||||
| Run multiple businesses on one plan | Sites only | Per store | Per project | Per client | ||||
| Persistent business memory | Limited | Limited | Varies | Varies | ||||
| Writes & publishes content | Drafts only | Drafts only | ||||||
| Runs marketing & growth experiments | Via apps | |||||||
| Revenue & payment tools built in | Manual | Bundled | ||||||
| Cloud hosting included | ||||||||
| Your own backend (database, auth & APIs) | Varies | Varies | Their stack | |||||
| You own the site, code & Stripe | Their platform | Varies | Bundled | |||||
| Decision audit trail | ||||||||
| Starts working in minutes | Builds in minutes | |||||||
| Free to start, no revenue share | Trial | Fee on all revenue |