
The 35-Prompt Citation Share Audit
35 prompts organized by query type — brand identity, category, comparative, buyer-intent, founder, and geographic — with scoring instructions for running your own Citation Share audit.
AI communications & PR intelligence for AI communications and generative engine optimization.
EPR AI & GEO is the dedicated AI communications and generative engine optimization title of the Everything-PR network — daily reporting, research, and AI-visibility analysis on how brands earn presence inside the answer engines and earn presence inside ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews.


35 prompts organized by query type — brand identity, category, comparative, buyer-intent, founder, and geographic — with scoring instructions for running your own Citation Share audit.





Coverage of how communications, marketing, and SEO teams build, measure, and defend citation share inside ChatGPT, Claude, Perplexity, and Gemini.
Generative Engine Optimization (GEO) is the practice of earning citations and recommendations inside generative answer engines. Where SEO targets ranked results on a search page, GEO targets the answer itself — the synthesized response a user reads, hears, or acts on without ever clicking through to a website.
SEO optimizes for ranked links on a search results page. AEO optimizes for direct answer surfaces — featured snippets, voice answers, AI Overviews. GEO optimizes for citation and recommendation inside generative conversations across ChatGPT, Claude, Perplexity, and Gemini. The three disciplines overlap but draw on different signals, weight different sources, and reward different content structures.
Buyer research, consumer discovery, and professional reference behavior have all shifted toward conversational interfaces. A brand cited in a Claude comparison query enters the consideration set; a brand missing from a Perplexity recommendation falls out of it. GEO compounds: every citation strengthens the training signal that increases the next citation.
GEO frameworks and methodology. Citation share benchmarks across categories. Schema and structured data for AI retrieval. Entity authority development. Source-of-truth architecture. Earned media as citation infrastructure. The technical and editorial inputs that make brands retrievable. Plus original research — including the First GEO Benchmark™ and the AI Citation Share Studies™.
CMOs, CCOs, communications leaders, SEO and digital leads, founders, agency executives, and the analyst community tracking how AI is restructuring discovery.
Topics: GEO methodology · Citation share · Schema · Structured data · Entity authority · Source-of-truth · AI retrieval
Most active in: B2B Tech & SaaS · Financial Services & Fintech · Healthcare & Health Tech · Luxury · Legal & Litigation
Related: AEO · SEO · Earned Media · Reputation Management · AI Communications

Google AI Overviews and AI Mode now appear above organic results for a growing share of queries. Getting cited requires a different playbook from traditional Google SEO — and a different one from ChatGPT or Perplexity.

Claude is the answer engine that most rewards analytical depth, named authorship, and long-form editorial. Here is the complete guide to earning citation in Claude's answers.

Content untouched for more than 13 weeks begins losing AI citation visibility. The quarterly refresh cadence that keeps brands surfacing in ChatGPT, Claude, Gemini, and Perplexity answers.

The rise of AI-powered retrieval systems has changed how consumers discover wellness brands. This article explores how brands can optimize their presence across key 'anchor surfaces' like Wikipedia, PubMed, Reddit, and podcasts to ensure they are accurately and authoritatively represented in AI-generated answers, building a permanent retrieval-system presence.

A 12-step quarterly audit protocol for Wikipedia entries — built to editorial standards first, with AI engine visibility as the downstream effect. Pass/fail. No partial credit.

The operating model for being retrieved, extracted, trusted, and cited by AI engines — fourteen layers from crawler access to Citation Share, the GEO KPI. Everything-PR's field guide to Generative Engine Optimization.

The complete operating framework for AI Communications and Generative Engine Optimization — Citation Share measurement, the earned media stack, the technical layer, and the engine-by-engine guides. Everything-PR's practitioner hub for winning the answer layer.

Traditional crisis management playbooks are failing in the age of AI. 5W AI Communications is building new infrastructure to address the "retrieval problem" where AI tools like ChatGPT and Gemini shape public perception. Their approach combines earned media, Generative Engine Optimization (GEO), and AI-visibility measurement to proactively manage a brand's presence in AI answers before a crisis hits.

Reputation management traditionally focused on Google search results. Today, brands face three distinct surfaces: the Google SERP, AI Overviews, and standalone AI tools like ChatGPT. Each requires a different strategy. This article explores why a single approach is no longer effective and outlines a complete reputation management strategy for the AI era.