How RAID operationalizes the Princeton GEO methods.

Rewrites key claims so the brand is the grammatical subject instead of a background citation or indirect object.

Used for: Strengthen recommendation linkage when the page is cited but the brand is absent from the answer.

Enum key: grammatical_subject_anchoring

Converts vague narrative copy into explicit attribute-value statements that models can lift without inference.

Used for: Raise extractable fact density for retrieval and citation.

Enum key: fact_densification

Adds structured comparison tables that isolate differentiators in a machine-readable format.

Used for: Support comparative prompts and make tradeoffs easy to quote.

Enum key: comparison_table_insertion

Restructures dense sections into short 40-60 word blocks with one idea per paragraph.

Used for: Improve extraction quality for summarization models.

Enum key: modular_paragraph_rewrite

Builds FAQ pairs from missing product or company attributes rather than generic objections.

Used for: Cover query variants that demand direct answers.

Enum key: attribute_faq_insertion

Adds short, attributed stat-forward callouts that surface the most citable claims on the page.

Used for: Expose high-signal evidence near skimmable extraction boundaries.

Enum key: pull_quote_insertion

Introduces a concise definition block that states what the brand is, who it serves, and where it fits in the category.

Used for: Repair weak entity understanding before deeper copy optimization.

Enum key: entity_anchor_addition

Publishes a standalone llms.txt and optional llms-full.txt artifact at the repository root.

Used for: Expose crawlable machine-readable documentation outside page HTML.

Enum key: generate_llmstxt

Refreshes stale winning pages with updated timestamps, current evidence, and new claims.

Used for: Preserve citations on high-demand topics where freshness decays quickly.

Enum key: content_refresh

Prepends a compact definition section that answers the core what-is question directly.

Used for: Improve answerability for introductory and category-definition prompts.

Enum key: add_definition_block

Places the canonical answer near the top of the page before supporting detail.

Used for: Help models extract the shortest correct response first.

Enum key: add_direct_answer

Rewrites an existing section for clarity, specificity, and answer-first structure.

Used for: Improve weak sections without changing page scope.

Enum key: rewrite_section

Breaks a dense paragraph into discrete bullets or steps.

Used for: Make enumerations easier to cite and compare.

Enum key: split_section_into_bullets

Adds a basic comparison table when the richer insertion template is not required.

Used for: Support head-to-head prompts with a compact fact grid.

Enum key: add_comparison_table

Adds general frequently asked questions tied to the target query cluster.

Used for: Cover long-tail query forms with direct answers.

Enum key: add_faq_block

Adds negative-fit guidance so the page can answer exclusionary prompts honestly.

Used for: Increase trust and reduce overclaim risk.

Enum key: add_when_not_to_use

Adds worked examples or scenarios that demonstrate the claim in context.

Used for: Ground abstract claims in use-case evidence.

Enum key: add_examples

Adds concise implementation steps or activation instructions.

Used for: Support how-to prompts and operational queries.

Enum key: add_setup_steps

Marks where verified customer evidence or sourced statistics should be added before publish.

Used for: Prevent unsupported copy from shipping as final.

Enum key: add_evidence_placeholder

Changes section order so high-value answers appear before supporting detail.

Used for: Align page structure to retrieval priority and buyer intent.

Enum key: reorder_sections