GEO generative engine optimization agent

Key features

• Multi-format document analysissupports PDF/Word/Excel/PPT/TXT, extracting plain text with one click
• Writing (Stage 3/4) adjudicates user requests according to three levels of priority: Compliance/Factual/Black Hat Red Line (Tier 0) Reject and give compliance substitution
• PIPELINE_QUALITY_JUDGE=falseSkip LLM scoring (only run deterministic lint, saving one LLM round trip)
• 7 types of keyword miningcore search terms, long-tail scene words, regional entity words, crowd label words, problem description words, brand-specific words, scene trigger words, structured output mandatory (Pydantic schema), sorted by priority formula
• Seven-layer architecture content generation: EE-A-T authoritative framework + ACES conclusion pre-paradigm + three-stage Hook opening + semantic entity density network