Every change goes through engineering. A PM specs a feature in an afternoon, then watches it wait in the backlog for a quarter.
Every change goes through engineering. A PM specs a feature in an afternoon, then watches it wait in the backlog for a quarter.
AI coding tools make your engineers faster. Only engineers can ship, so the backlog keeps growing anyway.
App builders produce demos that can't touch your real codebase. The work gets redone from scratch, or dies.
Same starting point. A coding agent hands the work back to engineering. Fei Studio hands them one click.
| Capability | Cursor / Copilot | Lovable | Claude Code | Fei Studio |
|---|---|---|---|---|
| Creating prototypes | ~ Requires a developer | ✓ | ~ Requires a developer | ✓ |
| Enhancing existing screens | ~ Requires a developer | ✗ Can't start from your existing codebase | ~ Requires a developer | ✓ |
| Live preview of changes | ~ Requires a developer | ✓ Prototype only | ~ Requires a developer | ✓ |
| Friendly UI for non-technical people | ✗ | ✓ | ✗ | ✓ |
| Your product's look & feel | ~ Manual setup | ✗ | ~ Manual setup | ✓ Auto-ingested |
| Reuses your existing components | ~ Requires a developer | ✗ | ~ Requires a developer | ✓ |
| Production-ready code for review | ✓ Via a developer | ~ Needs developer cleanup | ✓ Via a developer | ✓ |
| Branches, commits & PRs handled | ~ Requires a developer | ✗ | ~ Requires a developer | ✓ |
| Output per task | ~ Code only | ~ Prototype only | ~ Code or prototype | ✓ Code + preview + PR |
| Agent Knowledge Hub | ✗ | ✗ | ✗ | ✓ |
| Pricing | Per seat + usage | Per credit (usage-based) | Claude subscription, or per-token | ✓ Per task |
Competitor capabilities and pricing as of September 2026 — tools change fast; see each vendor's site for current details.
Claude Code, Cursor, or any MCP client — wherever your team already works, Fei Studio's delivery layer is one connection away.
Read how it works →The fix
Codebase ingestion
Task Execution
Production Grade
And the loop now starts before the ticket: Discover Mode researches your analytics, tickets, and customer calls to find what to build, and every merge makes the system smarter. The whole way of working is Autonomous Product Delivery.
After it ships, Fei Studio measures the result and proposes the next build. See the full loop →
Our own product, our own codebase
