Lovable vs Bolt
Compare billing, repository workflow, deployment and training-data boundaries before choosing a builder. No performance winner claimed.
Official-source comparison · not hands-on tested
COMPARE / SAME TASK
Compare AI builders
Same task, same repository, same constraints. The result is judged by what ships — including the human work required to get it there.
Current state
Source-backed decision guides and controlled-test plans are available. No performance winner is named until prompts, artifacts, failures, costs, and verification output are recorded.
Lovable vs v0
Compare backend ownership, GitHub review, publishing and team privacy before taking a prototype into production.
Official-source comparison · not hands-on tested
Codex vs Claude Code
A source-backed comparison plan for one feature and repository, with model, effort, permissions, and cost recorded. Benchmark not yet run.
10K–100K primary query band · YoY +900%
Cursor vs Claude Code
Choose a repository workflow by context, permissions, review effort and recovery, with a same-task evaluation worksheet. No benchmark winner claimed.
Official-source comparison · not hands-on tested
Cursor vs Windsurf
A controlled IDE comparison for context retrieval, multi-file changes, terminal work, and the cost of correcting an agent.
1K–10K band in both query directions
Gemini CLI vs Claude Code
Check account eligibility, billing routes, repository context and MCP permissions before comparing agents. Includes a cost record; no benchmark winner claimed.
Official-source comparison · not hands-on tested