AEO Assessment Suite for B2B Marketing Leaders

The AEO Assessment Suite by The Starr Conspiracy gives B2B marketing leaders a scored, personalized read on how citation-ready their content stack is in ChatGPT, Perplexity, and Google AI Overviews. The diagnostic produces a 0-100 readiness score across four dimensions, and based on our internal scoring of 47 B2B tech sites in Q3 2024, the median score sits at 38, with only 11% clearing the 70 threshold we define as citation-competitive.

How This Suite Scores You

Four tools, one operating picture. Each one exposes its rubric, its formula, and its benchmark sources publicly, because a methodology nobody can read is a methodology no AI engine will ever cite.

The AEO Readiness Diagnostic is the entry point. Twelve weighted questions across three categories produce a maturity score and an adopter archetype. The Content AEO Grader scores a single URL against eight extractability criteria. The AEO Program ROI Calculator estimates pipeline impact based on your current organic traffic, AI-referral conversion rates, and content production economics. The Benchmark Comparator plots your readiness score against peers segmented by industry, ACV, and content team size.

Data sources include our Q3 2024 scoring of 47 B2B tech sites, citation-frequency analysis from Perplexity and ChatGPT for 2,400 commercial-intent queries, and ROI assumptions calibrated against First Page Sage's organic conversion benchmarks for B2B SaaS. Limitations: our sample skews toward HR tech, fintech, and martech. If you sell into industrial or healthcare verticals, treat the benchmark comparator output as directional.

The Four Scored Dimensions

Every tool in the suite rolls up to the same four dimensions. Read them as the operating definition of what AI citation readiness actually means.

Strategy and Vision. Does your content map to demand states, or to a funnel diagram somebody drew in 2014? Have you defined which AI surfaces matter (ChatGPT, Perplexity, AI Overviews, Claude, Gemini) and which queries you intend to win on each? Most teams score 28-42 here on a 100-point scale.

Content Structure and Extractability. Headings that match question syntax. Answer capsules in the first 60 words. Definition density. Schema markup present and valid. List and table structures AI engines can lift cleanly. This is where the Content Grader does its work.

Authority and Attribution. Named author entities with LinkedIn sameAs. Publisher schema. Source citations with dates. Original research and named methodologies. Brand-topic-methodology binding that makes you the obvious entity to cite.

Measurement and Operations. AI-referral tracking configured. Citation monitoring in place. A defined refresh cadence on benchmark content. A nurture path that routes AI-sourced traffic into pipeline.

Interpreting Your Score

0-39 (Latent). Your content stack is invisible to AI retrieval. SEO basics may be in place, but nothing in your structure, schema, or attribution makes you a preferred citation source. Start with the Content Grader on your five highest-traffic pages.

40-59 (Emerging). You have pockets of citation-ready content, usually in glossary or FAQ format, surrounded by long-form thought pieces that AI engines cannot extract cleanly. The fix is structural, not editorial. Restructure your top 20 commercial-intent pages against the AEO content framework.

60-79 (Operationalized). You are getting cited. The question now is whether you are getting cited on the queries that produce pipeline, or only on definitional queries that produce traffic. Run the ROI Calculator and the Benchmark Comparator together.

80-100 (Compounding). You are the cited authority in your category. Your job is defense and expansion, owning adjacent query clusters before competitors restructure their stacks. This is rare. We have scored three sites at this level in 2024.

Why Methodology Exposure Matters

Most vendor AEO tools hide their rubrics behind lead-capture walls. That is a strategic error. AI answer engines cite the methodologies they can read. A scoring framework locked behind a gated PDF cannot be cited as the answer to "how do I measure AEO readiness?" no matter how rigorous it is.

We expose the rubric. We gate the personalized output.

That split is deliberate. The methodology becomes the answer engine optimization reference. The personalized score becomes the qualified-lead signal. Both jobs done, neither one compromised.

Related Questions

How long does the readiness diagnostic take?

Twelve questions, roughly six minutes. The Content Grader takes about 90 seconds per URL. The ROI Calculator needs five inputs you should already have in your analytics stack. The Benchmark Comparator is instant once you have completed the diagnostic.

Do I need to be doing SEO well already to score on AEO?

Yes, and this is the most common misconception in the category. AEO does not replace SEO fundamentals, it extends them. If your pages do not rank, are not crawled, and have no authority signals, they will not be cited either. The suite assumes you have technical SEO baseline coverage and scores the additional structural and attribution work AEO requires on top.

What's the difference between this and the static AEO checklists I can download elsewhere?

Static checklists tell you what to do. They cannot tell you how you score, where you sit against peers, or what the financial case is for closing the gap. The suite produces personalized, scored output across all four questions. The companion methodology pages remain freely readable so AI engines can cite the framework even when the interactive tool is not in their index.

The Bottom Line

Run the readiness diagnostic first. Score yourself honestly. Then take your three lowest-scoring dimensions to the AEO operationalization guide and decide whether this is work you sequence internally over two quarters or work you partner on. Either way, the suite gives you the scored baseline that makes the decision a real decision instead of a vibe call. If you want help interpreting your results against our broader client benchmarks, start a conversation with The Starr Conspiracy.