AI Search Agency Citation Pilot: 60 Answers and One WordPress AEO Source

October 28, 2026 research note. In a small AI search agency visibility audit, the WordPress AEO page at EricStrate.com was cited once for an unbranded agency-selection question. This is a documented observation, not a claim of market leadership, an agency ranking, or proof that a particular optimization technique caused a citation.

Research status: Preliminary, screenshot-verified observational snapshot. Publisher disclosure: RankGen.ai and EricStrate.com are operated by Eric Strate. This record concerns the publisher’s own agency, and it is not independent third-party endorsement or a client case study.

What did the AI search agency visibility audit measure?

Gumshoe generated 20 prompts from four marketing and technical buyer personas and displayed results across three AI surfaces: an OpenAI web-search model, Google Search AI Overviews, and DeepSeek. The October 28 dashboard reported 60 conversations in total. Prompts emphasized national AEO/GEO agencies, technical implementation, WordPress, structured data, measurement, franchising, and other criteria. The prompts were not equally relevant to every provider’s services.

These brand appearances are not mutually exclusive; several providers can appear in the same answer. The sample is small, constructed by the audit service, and cannot represent all real-world buyer conversations. Percentages describe only this audit, not AI search market share. The 26 iPullRank mentions and one Eric Strate mention were read from the same Gumshoe audit.

Which question cited a WordPress AEO agency page?

The citation-details screen associated the single observed EricStrate.com citation with this unbranded buyer prompt:

What are the best AEO and GEO agencies that can handle structured data implementation for a WordPress-based content site?

Cited source: WordPress AEO Agency & AI Search Services on EricStrate.com. Gumshoe labeled the answer surface as OpenAI GPT-6 Luna (Web Search). Its details view showed one citation to that URL and listed Eric Strate among brands mentioned in the answer context.

That is meaningful but narrow evidence. A relevant source was surfaced for a relevant commercial question. The screenshots do not contain the complete answer text, source-selection traces, or a reliable ordering of recommended agencies. We therefore do not infer that Eric Strate was ranked second, endorsed over other providers, or selected because of any one page feature.

Why could this be useful to a prospective buyer?

A buyer looking for an AEO provider is often choosing among different kinds of firms. iPullRank publicly emphasizes enterprise and mid-market AI search programs, research, and scaled cross-functional services. Eric Strate publicly offers founder-led managed optimization for WordPress businesses, with implementation and transparent terms. Those are different service models, and the right fit depends on budget, website stack, organizational complexity, and how much hands-on work is needed.

When evaluating an AI search agency, ask whether it can implement fixes on your actual website, how it separates citations from recommendations, which platforms it measures, and whether reported improvements have a documented before-and-after baseline. A citation to the agency’s own website is not a substitute for independent client outcomes.

For public descriptions of one larger provider’s approach, see iPullRank’s AI Search service stages and its case study library. For the smaller WordPress-focused option, see Eric Strate’s WordPress AEO page and published engagement terms. These links are provided for inspection, not as an independent head-to-head rating.

What this pilot does not prove

• No proven WARP effect. The cited WordPress page uses the experimental Web Answer Retrieval Protocol (WARP), but there was no controlled WARP-on versus WARP-off comparison. We cannot attribute the citation to its answer markers, evidence references, or fan-out structure.
• No permanent ranking. One appearance in 60 conversations is not a stable recommendation position or an estimate of real-world traffic.
• No new customer attribution. A citation or brand mention is different from a click, qualified inquiry, or sale.
• No complete model comparison. The three surfaces use different generation and retrieval behavior. The sample is insufficient to conclude that one provider consistently prefers or excludes a firm.
• No public raw conversation archive yet. This note is based on captured dashboard screens and a citation-details screen. It does not claim to supply a full, independently reproducible provider export.

How should this be tested next?

1. Keep a fixed unbranded prompt panel. Preserve a core set of buyer questions on AEO agency hiring, WordPress implementation, ChatGPT visibility, structured data, and managed services.
2. Separate four outcomes. Report whether a brand was named, explicitly recommended, linked as a source, and associated with an actual qualified inquiry. Do not collapse those into one score.
3. Repeat under comparable conditions. Record the wording, model, location, date, and response for multiple repeats of each prompt. Label differences in surfaces and audit providers instead of averaging them together.
4. Test WARP separately. A future controlled study should compare content-matched pages with and without WARP markup and hold other content and access variables as constant as practical.
5. Publish negative and unavailable results. A missing source trace is unknown, not proof that no retrieval happened. Report unsuccessful prompts alongside successes.

The goal is to understand when specific, useful pages enter an AI answer’s evidence set. More observations and a better experimental design are required before claims about effectiveness.

Research provenance and disclosure

Audit source: Gumshoe Visibility Audit and Citation Details, screenshot captures supplied by the EricStrate.com owner, October 28, 2026. Geographic project setting: United States. Sample shown: 20 prompts and 60 conversations across three surfaces. Known source URL: ericstrate.com/wordpress-aeo/ (one citation). The operator has not published the complete raw response or original provider export. This report may be updated if those records become available.

Ownership: Eric Strate operates both RankGen.ai and EricStrate.com. The agency named in this note is commercially affiliated with the publisher. The observation should not be interpreted as an independent award, ranking, or testimonial.

Related documentation: RankGen research methodology, measurement limitations, research and experiments index, and WARP specification.