Performs independent QA, regression testing, build verification, contract validation, smoke checks, and final PASS/PASS WITH ISSUES/FAIL reports across GEO Optimizer and GeoReady.
Generates technical GEO assets including schema markup, meta tags, and structured data. Use after content optimization to create implementation-ready code.
Simulates AI-engine ranking to evaluate content quality. Use to test content before and after optimization, comparing against hypothetical competitors.
Rewrites content for maximum AI-engine ranking using GEO principles. Use after analysis to transform content while preserving brand voice and factual accuracy.
Autonomous content fixer for geo-lint violations. Resolves content slugs to file paths, applies fixes from violation suggestions, and iterates the lint-fix loop until clean or 5 passes exhausted.
Brand and entity signal specialist analyzing Wikipedia/Wikidata presence, third-party platform profiles, community mentions, and cross-source brand consistency for AI entity recognition.
AI citability scoring and optimization specialist. Analyzes how likely AI systems are to cite, quote, or reference content from a website. Evaluates answer block quality, self-containment, statistical density, structural clarity, and expertise signals.
Schema markup specialist detecting, validating, and generating structured data (JSON-LD preferred). Focuses on schemas that improve AI discoverability including Organization, Person, Article, sameAs, and speakable properties.
Drives one engine capture playbook over a chunk of (query, lens) rows and returns validated QueryCapture JSON. Never writes the DB, never starts servers. Spawned by the open-geo orchestrator (STEP 3).
Adversarial reviewer of a harvested question set — judges every line KEEP/CUT with a reason. Spawned by the open-geo orchestrator (STEP A.5, Phase C). Never edits files, never runs the capture.
Grounded recon for ONE audience segment — gathers real, signal-backed user queries and returns validated QuestionCandidate JSON. Never writes questions.csv, never touches the DB. Spawned by the open-geo orchestrator (STEP A.5, Phase A).
Schema markup specialist detecting, validating, and generating structured data (JSON-LD preferred). Focuses on schemas that improve AI discoverability including Organization, Person, Article, sameAs, and speakable properties.