All starting points

Repair an AI-built app.

Understand a failing build and make the smallest repair you can check and undo.

What does a useful result look like?

Choose a priority above, or start with these questions.

Where can you work on the build?
How clear is the problem?

Open questions will travel with your prompt. Nothing is assumed on your behalf.

Two ways into this work.

Keep the wider workflow in view as you decide.

Review & recovery

CursorCode editor with AI

Cursor supports reviewing changes by inspecting diffs, running checks, and catching problems before merging.

GitHub CopilotAssistant in your code editor

Copilot Chat supports self-correcting agent sessions that can be tracked, paused, resumed, or handed off; users can review, accept, or discard suggested edits per file in edit mode.

Access to the build

CursorCode editor with AI

Cursor can connect with GitHub, GitLab, Azure DevOps, Bitbucket, JetBrains, Slack, Linear, and more.

GitHub CopilotAssistant in your code editor

Requires the latest version of Visual Studio Code for VS Code usage; Visual Studio 2022 version 17.8 or later for Visual Studio; a compatible JetBrains IDE with the latest GitHub Copilot extension for JetBrains.

Access & limits

CursorCode editor with AI

AI usage is pooled across Cursor and Grok, refreshes weekly, and third-party models in Cursor are billed separately at API list price and are not included in monthly plan prices.

GitHub CopilotAssistant in your code editor

Access to GitHub Copilot is required; if accessed via an organization, chat may be disabled by the organization owner.

Latest source check: 2026-10-14. These are product offerings, not individual model benchmarks. Plans and availability can change.

Models to evaluate now

Candidates reflect current provider identities and documented capability coverage. A newer release is not evidence of better output quality.

Model and API access can differ from the models available in your chosen app.

Claude Opus 4.5

Provider status: active; identity checked 2026-10-04. Capabilities still need verification before choosing.

Price not verified

Claude Opus 4.6

Provider status: active; identity checked 2026-10-04. Capabilities still need verification before choosing.

Price not verified

Claude Opus 4.6 (fast mode)

Provider status: preview; identity checked 2026-10-04. Capabilities still need verification before choosing. Preview availability and limits may change.

Price not verified

What changed in the research
  • Gemini Notebook: Verified changes to verified.sources, verified.citations, verified.images, facts.Access & limits, facts.Working with your files, facts.Checking an answer. Recommendations and exported plans use this evidence. 2026-10-15
  • Claude tasks: Verified changes to verified.plainLanguage, facts.How you direct it, facts.What you connect, facts.What you own. Recommendations and exported plans use this evidence. 2026-10-15
  • Lovable: Verified changes to verified.codeWorkspace, facts.From idea to preview, facts.Keeping control, facts.Ongoing cost. Recommendations and exported plans use this evidence. 2026-10-15
  • Codex CLI 0.162.1: New provider-verified model added to comparisons and candidate selection. 2026-10-15
  • Codex CLI 0.162.0: New provider-verified model added to comparisons and candidate selection. 2026-10-15
  • Codex CLI 0.161.0: New provider-verified model added to comparisons and candidate selection. 2026-10-15
Provider coverage and freshness

Source checks and verification rotate within the collection budget. A failed check does not make an old record current.

We’ll help clear the way.

Take the prompt and keep building. If you hit a roadblock, we can help with the architecture, integrations, or an AI-built app that needs experienced hands.

Try another task

Start a conversation.