“Lovable handles iterative prompt refinement reasonably well, but it is not completely reliable at preserving existing functionality when making follow-up changes.”
“Lovable handles iterative prompt refinement reasonably well”
“Lovable is strong at making incremental improvements”
“Understands existing projects: It examines existing code and uses project context when implementing new requests.”
“Supports incremental refinement: You can ask for changes to existing components rather than rebuilding the application from scratch.”
“Offers Plan mode: You can discuss and plan potentially disruptive changes before allowing implementation.”
“Shows code differences: You can inspect which files have changed.”
“Supports rollback: Version history lets you return to earlier working versions.”
“Can debug and verify: It has browser testing, frontend tests and backend verification capabilities.”
“Project knowledge: Store architectural rules, feature descriptions, coding conventions and constraints that should persist across conversations.”
“Preview toolbar: Select individual elements and request targeted modifications.”
“File diffs: Review exactly which files were modified.”
“Version history: Restore a previously working state.”
“Browser testing: Check that important workflows still behave correctly.”
“Initial app generation | Very good”
“UI refinement | Very good”
“Incremental feature development | Good”
“Understanding existing code | Good”
“Recovery from mistakes | Good”
“it is not completely reliable at preserving existing functionality when making follow-up changes”
“Main limitation Regression risk”
“Automatic regression prevention | Limited”
“Large-scale architectural consistency | Requires supervision”