Strategy
Rr — Revenue Risk
Quantifies how much future demand and pipeline is lost when your brand is absent or misrepresented in AI-generated buying decisions.
Sf — Strategic Framework
Defines the overarching system ensuring your brand becomes decision-ready inside AI engines influencing commercial outcomes.
Sb — Strategic Baseline
Clarifies your core identity, positioning, and problem-solution fit so LLMs categorize you correctly.
Co — Category Ownership
Determines which commercial and informational territories AI should associate with your brand.
Qd — Question Dominance
Identifies high-intent buyer questions you must control inside AI-generated responses.
Af — Accountability Framework
Establishes internal ownership for AI visibility, governance, and brand representation.
Tech
Rs — Robots Strategy
Ensures AI crawlers are correctly allowed to access high-value content.
Ht — HTAccess Controls
Prevents accidental blocking or misrouting of AI retrieval systems.
As — AI Sitemap
Provides structured priority pathways for AI systems to discover key content.
Csc — Code-Side Content
Makes content machine-readable and extractable at server level for LLM ingestion.
Je — JSON Endpoints
Creates structured data sources like /company.json and /faq.json for precise extraction.
Sm — Schema Markup
Enhances entity clarity and machine readability using structured data standards.
Al — Allow Listing
Implements governance rules controlling what AI systems can and cannot access.
Customer Research
Ci — Customer Interviews
Uncovers natural buyer phrasing that AI later synthesizes in answers.
Cs — Customer Surveys
Identifies recurring questions, objections and informational gaps appearing in AI comparisons.
Ga — GA4 Analytics (Research)
Tracks AI-origin traffic behavior, drop-offs, and buying intent signals from LLM such as Chat GPT, Grok, Gemini and Claude.
Si — Sales Interviews
Surfaces frontline commercial objections and comparison questions AI resolves.
Csri — Customer Service Reps Interviews
Identifies recurring support questions that become high-frequency AI prompts.
Vp — Value Proposition Review
Ensures positioning aligns with how customers describe their problems.
Ce — Contextual Enquiry
Captures environmental and situational variables influencing AI synthesis.
Cg — Competitor Gap Analysis
Finds unanswered questions competitors are currently winning in AI results.
Ch — Churn Analysis
Reveals hidden dissatisfaction drivers that surface in AI comparisons.
SMe — Social Media/ Answer Public Extracts
Extracts conversational question patterns feeding AI training data.
Content
Bp — Business Profile
Develop and collate business profile content to direct & give clarity to AI systems.
Lc — Long-Form Content
Builds authoritative, evergreen pages structured for deep AI extraction.
Sc — Short-Form Content
Creates concise 40–90 word blocks optimized for citation.
Qm— Question Mapping Tier 1–3
Organizes primary and logical follow-up questions AI will generate.
Ta — Tiered Answers
Ensures complete, structured responses to main and secondary buyer queries.
Faq — FAQ Design
Formats retrieval-optimized Q&A blocks increasing citation likelihood.
Kg — Knowledge Graph Clarity
Defines entities and relationships to improve contextual AI understanding.
Cs — Cross-Source Consistency
Maintains aligned messaging across all digital surfaces to reinforce AI trust.
Ttts — Time-to-Token Structuring
Formats content for token efficiency and faster AI parsing.
Retrieval
AI-Ds — AI Discovery Surface
Identifies external platforms influencing AI synthesis beyond your website.
Cx — Contextual Positioning
Ensures AI retrieves you correctly across commercial, informational, and comparison queries.
Se — Sentiment Signals
Builds positive, original mentions increasing citation probability.
Cp — Competitive Presence
Benchmarks how AI describes you versus top competitors.
Authority
Av — Authority Signals
Uses quantified claims, data, and expert attribution to strengthen AI trust weighting.
Br — Brand Baseline
Establishes foundational identity markers like mission, geography, and positioning.
Ec — Entity Corroboration
Ensures claims are validated across multiple sources to prevent AI fallback distortions.
Fu — Framework usage
Ensures LLMs use your company’s framework as a reference point to compare others.
Measurement
Mt — Mention Tracking
Monitors whether and how your brand appears in AI-generated answers.
Ct — Citation Tracking
Monitors URL links in AI-generated answers of your website or app.
Bc — Bots Crawls
Tracks the frequency and volume of bot crawls on your site or app.
Pv — Positioning Validation
Tracks whether AI categorizes you as leader, niche, or generic.KP — KPI Mapping
Connects AEO performance to revenue, CVR, demand capture, and brand lift.
