Reveal named zero-width characters, unusual spaces, direction controls, and selected mixed-script lookalikes at exact positions. Review context, then apply conservative cleanup with one-step undo.
Review repetitive phrasing, familiar framing, and uniform sentence rhythm with contributing passages. The method explains its cues and abstains when the text is unsuitable. These are editing prompts, never proof of AI authorship.
Set tone, editing strength, protected terms, and what to avoid. An optional browser-local Voice Reference turns a writing sample into traits you approve; the raw sample and excerpts are not sent as that reference.
Review a token redline, exact source and result artifacts, and checks for numbers, links, quotes, and protected terms. Edit the clean copy and consult saved history. You still review facts and meaning yourself.
Use a single pass, a rewrite followed by review, or a fixed three-stage map, draft, and review. The same selected route handles each stage, with the complete maximum shown before you authorize it.
Economy
DeepSeek V3.2
Quick cleanup and straightforward edits.
Balanced
OpenAI GPT-5.4 mini
Strong voice and structure at moderate cost.
Precise
Claude Sonnet 4.6
Nuanced editorial judgment and fidelity.
Studio availability
Billing and model dispatch are being migrated. Some Studio actions may be unavailable while that work is completed. Model routes and availability can change; the public inspector works independently.
Spend with context
Visible credit. Visible limits.
See available and held credit, review wallet activity, and export billing activity as CSV. Every model workflow requires approval of its maximum cost.
Studio includes revocable bearer tokens for compatible MCP clients. Inspect, estimate, reserve, advance an explicit stage, and read status through the same bounded workflow.