AI communications & PR intelligence for search and SEO.
SEO earns a position a person can still choose to visit. That click is what distinguishes it from generated answer layers built on similar authority signals but designed to resolve the query without sending the reader onward.
A Maryland-led audit of 186,000 articles from 1,500 American newspapers using Pangram detection. Op-ed pages at NYT, WaPo, and WSJ are 6.4 times more AI-contaminated than their news pages. 95 percent of AI use is undisclosed.
Brands that want to be found and accurately represented in AI-generated answers face a new discovery problem: optimizing for multiple AI engines that each work differently. ChatGPT, Perplexity, and Gemini—the three dominant AI answer engines as of 2026—do not treat brands the same way. A brand that shows up favorably in ChatGPT may be invisible in Perplexity. A Perplexity-optimized profile may not translate to Gemini.
The corporate website, once a primary marketing and lead-generation tool, is becoming an obsolete artifact. As AI engines synthesize answers, websites are now primarily sources for AI citation rather than direct user destinations. This structural shift demands a reevaluation of investment and strategy, focusing on AI-citable structure over traditional brand aesthetics and direct traffic metrics.
Salesforce AI Research put 21 expert users in front of Perplexity, Bing Chat, and You.com. The output: 16 failure modes, 8 measurable metrics, and the Answer Engine Evaluation benchmark — published in ACM FAccT 2025.
A 366,087-citation analysis of real AI search behavior by Kai-Cheng Yang of Binghamton University. OpenAI cites wire services. Perplexity favors BBC. Gemini surfaces Forbes. The engine-by-engine outlet map for media relations strategy.
The first independent measurement of how AI engines cite the wire services. GlobeNewswire 31.3%. Business Wire 18.8%. PR Newswire 16.7%. Newsfile and ACCESS Newswire 12.5% each — but both win their target vertical outright.
Stanford's SourceCheckup framework, published in Nature Communications, evaluated 7 LLMs on 58,000 statement-source pairs and found 50 to 90 percent of AI responses are not fully supported by the sources they cite. What this means for brand AI visibility.
Six academic studies that define how ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews cite the web. Authors named, methods explained, every number sourced. The reference document for practitioners, researchers, and journalists in AI visibility.
The third Generative Engine Optimization Conference sold out at the Ritz-Carlton. No cameras. No recordings. 150 operators on the record with each other. Everything-PR was in the room — and this is the record from the floor.
The University of Toronto's definitive audit of GPT-4o, Claude, Perplexity, and Gemini versus Google Search across 1,516 queries. Domain overlap, source typology, content freshness, and the controlled experiment on pre-training versus retrieval bias.
The complete Everything-PR reference on Generative Engine Optimization. Definition, operating system, measurement, the GEO Scorecard franchise, case studies, sector playbooks, and coverage — every live GEO asset, organized.
AI engines re-rank constantly. Citation Share earned today decays within weeks. AEO is a cadence discipline, not a campaign. Here is the math.
When an AI engine answers a buying question, the brand it names just ran an ad. The brand it omitted paid for the impression. Welcome to AEO.
Explore the AI PR stack, a six-stage workflow integrating AI tools for research, drafting, asset building, distribution, monitoring, and measurement in public relations, while emphasizing human decision-making at critical junctures.
A Citation Audit is the GEO equivalent of a baseline keyword report. The six-step methodology, end to end.
Coverage of how communications, marketing, and growth teams build organic discovery — across Google, Bing, and the broader retrieval layer now shaping how buyers find information.
Search engine optimization (SEO) is the discipline of structuring web content, technical infrastructure, and authority signals so a brand surfaces in organic search results. The discipline emerged in the mid-1990s alongside the first commercial search engines, matured through Google's PageRank algorithm in the late 1990s, expanded with the rise of mobile search in the late 2000s, and evolved through the introduction of featured snippets, the Knowledge Graph, and more recently AI Overviews. The fundamentals — accessibility, relevance, authority — have remained constant. The surfaces those signals influence have multiplied.
The market is in its most significant structural transition since the introduction of mobile search. Google AI Overviews appear on a growing share of queries, reducing click-through to traditional ranked results in categories where Overviews are most prominent. Bing has integrated generative answers across its surface. Conversational search interfaces — including ChatGPT search, Perplexity, and Claude — sit upstream of traditional search for an expanding share of high-intent research.
The SEO discipline is not contracting. The discovery surface is fragmenting, and the inputs SEO has always optimized for — structured content, entity clarity, authority signals — are being weighted by an expanded set of retrieval systems.
Organic search remains the largest source of intent-rich traffic for most categories. Authority signals built for search — domain authority, structured data, primary-source content, the E-E-A-T framework Google formalized in its search quality guidelines — also influence how generative systems weight sources when assembling answers. The discipline has expanded rather than narrowed.
Technical SEO and schema. Entity authority. The E-E-A-T framework and how retrieval systems weight it. The evolution from keyword-targeted optimization to entity-and-intent-based retrieval. AI Overviews and the changing search-results page. The relationship between SEO, AEO (answer engine optimization), and GEO (generative engine optimization). Coverage of major Google algorithm updates, Bing developments, and the search-adjacent platforms shaping discovery.
CMOs, heads of growth, in-house SEO leads, content teams, agency principals, and the analysts tracking how the search and discovery landscape is evolving.
Topics: Technical SEO · Schema · E-E-A-T · Entity authority · AI Overviews · Featured snippets · Core Web Vitals · SEO vs AEO vs GEO · PageRank · Domain authority
Most active in: B2B Tech & SaaS · Financial Services & Fintech · Healthcare · Legal & Litigation · CPG
Related: GEO · AEO · Earned Media · Marketing · Content Marketing
