Nine research-backed categories. Every score grounded in published studies, not vibes.
1. AI Citability Scoring
Score 0-100 for how likely ChatGPT, Claude, Perplexity and Gemini are to quote a passage. Based on the Aggarwal et al. GEO paper (arXiv 2311.09735 / KDD 2024): "Cite Sources", "Quotation Addition" and "Statistics Addition" rewrites lift visibility 30 - 40% across provider benchmarks, with rank-5 pages reaching 115% under "Cite Sources" specifically.
Weighted across Answer-Block Quality, Self-Containment, Structural Readability, Statistical Density and Original Data.
2. Brand Authority Scanner
Scores your brand presence across the 5 platforms AI uses for entity recognition: Wikipedia, Reddit, YouTube, LinkedIn, News. Per-platform 0-100 with sentiment, subreddit quality, and news recency.
Plus sameas_count across 10 canonical GEO platforms -- and flags entity collision as a critical AI-disambiguation risk.
3. Technical GEO Audit
Parses robots.txt and classifies access for every major AI crawler: GPTBot, OAI-SearchBot, ClaudeBot, PerplexityBot, Google-Extended, Bingbot and six more.
About 35% of top-1,000 sites block GPTBot alone via robots.txt (Originality.ai). We flag each bot individually and point at the exact line to change.
4. Schema.org Structured Data
Parses every JSON-LD block, validates against schema.org, audits sameAs linking across 10 canonical platforms (Wikipedia, Wikidata, LinkedIn, YouTube, X, Facebook, Crunchbase, GitHub, Instagram, TikTok).
Flags JavaScript-injected schema (Google's documented guidance prefers schema in the initial HTML) and missing business-type-specific schemas.
5. E-E-A-T & Content Quality
Paid audit only
Scores Experience, Expertise, Authoritativeness, Trustworthiness against Google's Search Quality Rater Guidelines (September 2025 revision -- expanded YMYL scope, added a dedicated AI Overviews evaluation chapter).
Includes veto items (affiliate disclosure, clickbait, consistency) that cap the score regardless of other signals.
6. Platform Readiness
Paid audit only
Scored separately per surface because the platforms genuinely diverge -- only ~11% of domains overlap between ChatGPT and Perplexity for the same query, ~21% between ChatGPT and AI Overviews (Profound).
Per-surface readiness for Google AI Overviews, ChatGPT Web Search, Perplexity, Gemini and Bing Copilot.
7. Topic Coverage Depth
Measures completeness, not just extractability. 0-100 across 6 dimensions: core concepts, use cases, implementation, comparison, pricing, latest trends.
Topic completeness increasingly outweighs single-page keyword optimisation -- LLMs synthesise across sources rather than return a single winning page.
8. Competitive AI Share of Voice
Paid audit only
Runs 5-7 test queries in your vertical against AI-citation-proxy endpoints: "For 'how to set up X', competitor 1 shows up in 67% of ChatGPT answers. You show up in 0%."
Broken down per platform, per query intent.
9. Cross-Channel Growth Plan
Paid audit only
Not just an audit -- 5-8 prioritized actions from a curated playbook: citability rewrites, cold-email for earned mentions, Reddit community marketing, competitor-alternatives pages, programmatic SEO.
Each action tagged with time horizon, effort, estimated score lift, and which AI platforms it unlocks.