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Compare · ATO (Agentic Tool Optimization)

ATO vs a single coding runtime

If your stack is only Claude Code (or only Cursor, or only Codex), you still author there. ATO is what you add when one model is not the whole story.

All comparisons FAQ Stack markdown
DimensionATOClaude Code / Cursor / Codex alone
Primary jobATO
Multi-runtime ops: review, war-room, replay, receipts
Write and edit code with one agent/model family
Models in one sessionATO
N runtimes side by side with shared audit
Usually one primary agent
Disagreement signalATO
Captured as first-class product surface
Lost in clipboard / terminal scrollback
Regression after model swapATO
Config ledger × stats
Manual / external eval harness
Install modelATO
Desktop + CLI + MCP on top of your tools
Editor plugin or CLI agent

When to choose ATO

When to choose the other tool(s)

Using them together

Keep your coding agent. Add ATO for multi-LLM review (ato review --consensus), war-rooms, and local receipts.

Further reading

Download ATO FAQ