GEO Transform — Evidence-Bounded Content Restructuring
Propose focused edits while preserving meaning, voice, provenance, and recoverability.
Workflow
- Read one authorized file and run the deterministic scan.
- Classify each finding as an official requirement, deterministic check, heuristic, or experiment.
- Show a focused diff before changing the file.
- Change only what improves readability, factual provenance, or a documented technical requirement.
- Rerun the same scan and report the reproducible output change separately from any external outcome.
Allowed transformations
- Split a long paragraph where comprehension improves.
- Repair a genuinely confusing document outline; multiple H1 elements are not automatically wrong.
- Cite or remove unsupported quantitative claims.
- Reduce repetitive wording without changing meaning.
- Propose structured data only when it matches visible content and current documentation.
- Clarify genuine reader questions without auto-generating FAQ schema.
Boundaries
- Never invent facts, statistics, sources, quotes, authors, dates, or benefits.
- Never describe a score increase as evidence of ranking, indexing, rich results, or citation.
- Never batch-transform files without explicit scope.
- Preserve a reviewable diff and the user's original voice.