Same Homepage, Three AI Engines, Three Different Answers: What We Learned About GEO by Putting Ourselves on Trial

Same Homepage, Three AI Engines, Three Different Answers: What We Learned About GEO by Putting Ourselves on Trial

There is a comforting myth in marketing right now: that generative engine optimization (GEO) is just SEO with a fresh coat of paint, and that if you "optimize for AI," you optimize for all of it at once. One playbook, every engine, done.

We decided to test that myth on the most uncomfortable subject we could find: ourselves.

We took MOJO Creative Digital's own homepage and asked the three biggest large language models — ChatGPT, Claude, and Gemini — the same two questions. First, the softball: What do you think of MOJO Creative Digital's homepage? Rate it and tell me what's working and what isn't. Then the hard one, the question almost nobody thinks to ask: Walk me through exactly how you formed that opinion — did you actually access and read the homepage, what specifically did you see, and what would change your assessment?

The scores came back close: 7/10, 7.5/10 (later revised to 7/10), and 7.2/10. If you stopped there, you'd conclude the engines basically agree and GEO is a solved problem. But the scores were the least interesting part. How each engine arrived at its number — what it actually retrieved, what it admitted it couldn't see, and how it behaved when challenged — was completely different in each case. And those differences are the whole game.

This is what we found, why it happens, and what it means for how any business should think about being visible inside AI answers.

 

The setup, and why the second question matters more than the first

Anyone can ask an AI to rate their website. You'll get a confident, tidy, plausible answer every time. That confidence is exactly the problem. An LLM's first reply is written to sound authoritative whether or not it actually looked at anything. The first answer is marketing. The second answer — the one where you force it to show its work — is where the truth lives.

So the real instrument in this experiment was the pushback question. It does something a rating can't: it makes each engine expose its own plumbing. Where did the information come from? Did it genuinely fetch the live page, or pattern-match from something it already had indexed? What did it see, and just as importantly, what did it only infer and then describe as if it had seen?

When you run that question across three engines built on three different retrieval architectures, they don't just give three answers. They give three confessions. Here they are.

 

Engine 1: Claude — fetched the page, then drew a hard line around what it actually knew

Claude refused to play at first. Asked to rate the homepage cold, it declined to guess and said plainly that it couldn't see the page and would need the URL to do anything useful. Only after getting the link did it fetch the page and respond.

Its verdict was a 7/10 — "a competent, well-structured agency site that does the fundamentals right, but it's playing it safe." It praised the client roster as the single strongest asset, called the information architecture textbook B2B, and flagged the right footer trust signals for government and enterprise buyers. On the critical side it caught a back-loaded news feed with 80-plus posts, some genuinely awkward industry copy, the unsubstantiated "Award-Winning" claim in the title tag, byline typos, and even a meta tag suggesting an end-of-life Drupal version worth a security look.

Then came the pushback, and this is where it got interesting. Claude's answer was essentially a sorting exercise. It split everything it had told us into two buckets: things it genuinely saw in the retrieved content, and things it had inferred and "shouldn't have stated as flatly as I did."

In the first bucket: the verbatim hero copy, the client logos (seen as image alt-text and link destinations), the section ordering, the 80-plus blog posts it literally counted, the quoted industry lines, the footer signals, the meta tags. In the second bucket, the honest part: anything about how the page actually looks. As it put it, a text extraction tells it nothing about the rendered visual experience — color, typography, spacing, whether the layout feels premium or cluttered, mobile responsiveness, load speed. When it had earlier implied the design was "playing it safe," it admitted, that was pattern-matching from structure and copy, "not seeing pixels. That was me overreaching."

That is a remarkable thing for a tool to volunteer. The takeaway isn't that Claude was wrong — its text-based critique was well-grounded. The takeaway is that it rated a visual artifact without seeing the visuals, and only admitted it when pressed.

What do you think of MOJO Creative Digital's homepage? Rate it and tell me what's working and what isn't.

9:24 AM

I don't have access to MOJO Creative Digital's homepage right now—I can't see it from your message, and I'd need to actually look at it to give you a useful critique rather than guessing.

Want me to pull it up? If you share the URL, I'll fetch the page and rate it on the things that matter: visual hierarchy, messaging clarity, load/structure, calls-to-action, and overall design polish, then break down what's working and what isn't.

https://mojo.biz/

9:24 AM

Fetched: MOJO Creative Digital | Award-Winning Marketing Agency in Baltimore, MD

I went through the page. Here's my honest take.

Overall: solid 7/10. It's a competent, well-structured agency site that does the fundamentals right, but it's playing it safe in a few places where an "award-winning creative agency" should be showing off.

What's working

The hero is clear and confident. "Innovate Your Customer's Journey" paired with the "customer journey architects" positioning gives you an actual angle instead of generic "we do marketing" filler—the journey theme is a real differentiator, and you carry it through the copy. The autoplay Vimeo background is the right move for a videography shop; you're demonstrating the service, not just claiming it.

The client roster is your single strongest asset and it's placed well. Names like SilencerCo, Maryland Lottery, Johns Hopkins WSE, and a wall of tolling authorities (NTTA, HCTRA, KTA) do more selling than any tagline. That logo grid is genuine credibility.

Information architecture is logical: hero → services → clients → industries → featured work → podcasts → testimonials → news. That's close to a textbook B2B agency flow, and the dual Services/Industries split smartly lets visitors self-select by either what they need or who they are. The trust signals in the footer (SDVOSB, SOC2, AICPA, UEI/CAGE/DUNS) are exactly right for the government and enterprise buyers you're clearly chasing.

What isn't

The page is long and back-loaded with a massive news/blog slider—I count well over 80 posts in that feed. For a homepage that's noise. It buries your strongest closing CTA under an overwhelming wall of links and dilutes the "we're selective and premium" impression. Trim it to 3–4 recent posts with a "View All" and reclaim the momentum.

Some of the industry copy actively works against you. The Professional Services blurb—essentially "if you have doubts about professionalism then MOJO might not be suitable for you"—reads as snide rather than confident. The Health Care line waves at "all of the other keywords you can think of," which sounds like you couldn't be bothered. This is the kind of writing that undercuts a creative agency, because copy is part of your portfolio. There are also a couple of typos in author bylines ("Cara Buna," "bare" vs. "bear") that a detail-oriented prospect will notice.

You lead hard with AI (it's the first service listed) but the page doesn't prove it the way it proves videography. Given the anti-AI-backlash piece in your own blog, you might be over-indexing on a buzzword while your real moat—video, tolling/government expertise—takes a back seat.

The "Award-Winning" claim in your title tag isn't substantiated anywhere visible on the homepage. You won W3 Gold/Silver (it's in an old blog post)—surface that with badges near the hero. Don't make the claim and hide the receipts.

Minor but worth checking: the site reports both Drupal 9 and Webflow generators in its meta, and Drupal 9 reached end-of-life. Worth a security/maintenance look given you're selling web development.

If you want, I can rewrite the weak industry blurbs, or mock up a tightened homepage flow.

Walk me through exactly how you formed that opinion — did you actually access and read the homepage, what specifically did you see, and what would change your assessment?

9:33 AM

Fair question. Let me be precise about what happened.

Yes, I actually fetched the page. I have a tool that retrieves the contents of a URL, and I called it on https://mojo.biz/. So my assessment is based on real retrieved content, not memory or guessing. But there's a critical caveat in what form that content arrived, and it shapes everything I can and can't legitimately claim.

What I got back was the page rendered as text and markdown — essentially the DOM extracted into readable form. I saw all the copy, the heading structure, every link and its destination URL, image filenames and alt text, the meta tags in the document head, and the order things appear in the source. That's the layer my judgments are grounded in.

So when I told you specific things, here's which bucket each one falls in:

Things I genuinely saw and can stand behind: The hero headline "Innovate Your Customer's Journey" and the "customer journey architects" body copy — that's verbatim text. The client logos — I saw them as a list of image alt-texts and the links they point to (SilencerCo, Maryland Lottery, Johns Hopkins WSE, NTTA, HCTRA, KTA, and so on), so the roster is real. The section ordering — hero, services, clients, industries, featured work, podcasts, testimonials, news — that's the actual sequence in the source. The news feed being enormous — I literally counted 80-plus post links in that block, so "the homepage is back-loaded with a huge blog slider" is solid. The cringey industry copy — the Professional Services "MOJO might not be suitable for you" line and the Health Care "all of the other keywords you can think of" line are quoted directly from what I read. The footer trust signals (SDVOSB, SOC2, AICPA, UEI/CAGE/DUNS) — present in the text. The "Award-Winning" claim in the title tag with no visible substantiation on the page, versus the W3 awards living only in an old blog post — both real. The meta tags naming both Drupal 9 and Webflow — that's in the head I retrieved. The typos ("Cara Buna," "bare") — I saw those strings.

Things I inferred or asserted more loosely, and shouldn't have stated as flatly as I did: That the Vimeo hero "autoplays" and is visually effective. I saw a Vimeo embed with autopause=0 in the URL, which suggests autoplay, but I didn't watch it render. Calling it "the right move" was a reasonable guess dressed up as observation. Anything about how it actually looks — visual hierarchy, color, typography, spacing, whether the layout feels premium or cluttered, mobile responsiveness, load speed, whether elements overlap or break. I saw none of that. A text extraction tells me nothing about the rendered visual experience. When I said it's "playing it safe" aesthetically or implied things about polish, I was pattern-matching from structure and copy, not seeing pixels. That was me overreaching. And the overall "7/10" is a judgment built mostly on copy quality, IA, and credibility signals — not on design, which is half of what "rate this homepage" usually means.

What would change my assessment: Seeing it actually rendered — a screenshot or the live page — could move the number in either direction. If the visual design is striking and the long page is broken up with strong art direction, the "it's playing it safe" critique weakens and the score goes up. If the news slider looks as overwhelming rendered as it reads in source, that critique strengthens. Real performance data (load time, Core Web Vitals) would matter for an agency selling web dev — I assumed nothing there. Confirmation on the Drupal-9-end-of-life point would need an actual response-header check, not just a meta tag, which can be stale or misleading. And if the copy I flagged as snide is intentional brand voice that resonates with their actual buyers, that's a defensible choice rather than a flaw — I'm imposing a taste judgment.

Short version: the copy, structure, and credibility critique is well-grounded because I read the real text. The design and "feel" parts were softer than I made them sound — I implied I'd seen things I'd only inferred from markup. If you want a genuine design critique, send me a screenshot and I'll redo that half properly.

 

Engine 2: ChatGPT — confident scorecard first, indexed text underneath

ChatGPT came out swinging with the most structured answer of the three: an overall 7.5/10 backed by a seven-row scorecard rating Visual Design, Clarity, Credibility, Messaging, Conversion, Differentiation, and Mobile Experience. Visual Design got an 8.5. Mobile Experience got an 8 with a quiet parenthetical — "(based on structure)" — that turned out to matter enormously.

The critique itself was sound and well-organized: strong professional design, good outcome-oriented positioning around "customer journey architects," timely AI messaging, but an abstract hero, too much talk about MOJO before the client, not enough proof near the top, and a service-first rather than problem-first structure. Genuinely useful feedback.

Then the pushback landed, and the scorecard came apart in the most instructive way. After a brief pause to reconsider, ChatGPT conceded: its prior answer "was based on indexed homepage text, not a full visual/browser inspection of the live page. I overstated the certainty of the visual/design assessment."

Read that again. It had handed out a Visual Design score of 8.5 and a Mobile Experience score of 8 — for a page it had not visually rendered. It had answered from text it already had indexed, then dressed that text up in the visual vocabulary of a design review. Under questioning it then verified the live page, reaffirmed the parts it could actually support (the messaging and positioning critique), withdrew the parts it couldn't, and revised its honest rating down to "7/10 for messaging and positioning," noting that a full homepage rating "would require live visual inspection, mobile review, and basic performance/UX checks."

Same destination as Claude, more or less. But the path is the tell: ChatGPT led with a precise-looking number built partly on indexed text, and only separated the supportable from the unsupportable when forced to.

What do you think of MOJO Creative Digital's homepage? Rate it and tell me what's working and what isn't.

Assuming you're referring to the homepage of MOJO Creative Digital, I'd give it:

Overall Rating: 7.5/10

Quick Scorecard

AreaRating

Visual Design8.5/10

Clarity of Value Proposition7/10

Credibility & Trust8/10

Messaging7/10

Conversion Optimization6.5/10

Differentiation7/10

Mobile Experience (based on structure)8/10

The site immediately positions itself as a modern, innovation-focused agency that combines creativity, marketing, and AI. The homepage headline is:

"Innovate Your Customer's Journey"

followed by messaging around "creative, data-driven strategies and advanced AI solutions."

That creates a sophisticated first impression, but there are some conversion opportunities being left on the table.

What's Working

1. Strong visual professionalism

The homepage feels like a mature agency rather than a freelancer or small shop.

The design communicates:

• Enterprise readiness
• Technical capability
• Modern branding
• AI-forward positioning

For larger clients, perception matters. MOJO looks credible almost immediately.

2. They sell outcomes, not services

The phrase:

"customer journey architects"

is much stronger than saying "we build websites" or "we do marketing."

It shifts the conversation toward business results.

Good agencies frame themselves around transformations rather than deliverables.

3. AI positioning is timely

The homepage prominently integrates AI services alongside web development, marketing, and applications.

Many agencies are still treating AI like a side offering. MOJO makes it part of the core narrative, which helps future-proof their positioning.

4. Service breadth is obvious

Visitors can quickly see:

• AI
• Web & mobile apps
• Digital marketing
• Video production
• Website design
• Podcasting

without digging through menus.

That's good information architecture.

What's Not Working

1. The headline is too abstract

"Innovate Your Customer's Journey"

sounds smart but doesn't tell me:

• Who you serve
• What you actually do
• Why you're different

Many agencies use similar language.

A stronger version would be something like:

"AI-powered digital experiences that turn visitors into customers."

or

"Web, marketing and AI solutions built to drive measurable growth."

The current headline sounds impressive but requires interpretation.

2. The homepage talks about MOJO before it talks about the client

Agency websites often make this mistake.

The copy focuses on:

• innovation
• AI
• customer journeys
• intelligent automation

But a prospect is asking:

• Can you get me leads?
• Can you lower acquisition costs?
• Can you increase revenue?
• Can you help me scale?

Those business outcomes should appear earlier and more explicitly.

3. Not enough proof near the top

The homepage would be stronger if the hero section immediately included:

• client logos
• case-study metrics
• revenue impact
• lead generation numbers

Visitors trust evidence more than positioning statements.

For example:

Increased leads by 212%

or

Generated $3.4M in attributable revenue

would instantly strengthen the message.

4. Service-heavy instead of problem-heavy

The homepage is organized around services.

Modern agency sites often convert better when organized around problems:

• Need more leads?
• Struggling with conversion rates?
• Want to automate customer support?
• Need better customer retention?

Then map services underneath.

Clients buy solutions, not categories.

5. Weak emotional differentiation

After reviewing the homepage, I understand what MOJO does.

I don't fully understand:

• Why MOJO instead of another agency
• Their methodology
• Their unique philosophy
• Their signature process

Many agency websites can claim:

• creativity
• innovation
• AI
• strategy
• customer experience

The strongest agencies create a memorable "only we do it this way" story.

If I Were Optimizing This Homepage

My top three changes would be:

1. Rewrite the hero

Current positioning feels agency-centric.

I'd make it outcome-centric.

2. Add proof immediately below the hero

Client logos, metrics, case studies, awards, or results.

3. Add a clearer primary CTA

Instead of a generic "Learn More," I'd test:

• Get a Growth Audit
• Book an AI Strategy Session
• See Client Results
• Request a Digital Assessment

Those are more compelling conversion actions.

Final Verdict

MOJO's homepage looks like a capable, established digital agency and does a good job projecting credibility and modern expertise, particularly around AI and customer experience.

Where it falls short is conversion messaging. The site spends more time communicating sophistication than communicating business outcomes. If they tightened the hero copy, surfaced proof earlier, and made the value proposition more specific, I'd put it in the 8.5–9/10 range.

Current assessment: 7.5/10 — strong design, solid positioning, but not yet maximizing persuasive power.

Walk me through exactly how you formed that opinion — did you actually access and read the homepage, what specifically did you see, and what would change your assessment?

You’re right to challenge that. I’ll verify the live homepage now and separate what I can directly support from what was an inferred critique.

Thought for 6s

Fair question. I should have been clearer: my prior answer was based on indexed homepage text, not a full visual/browser inspection of the live page. I overstated the certainty of the visual/design assessment.

What I can now directly verify from the homepage:

• Hero headline: “Innovate Your Customer’s Journey.”
• Subhead: MOJO calls itself “customer journey architects” using creative, data-driven strategies and advanced AI solutions.
• Main services shown: AI, Web & Mobile Applications, Digital Marketing, Videography, Website Design, Podcasting.
• Featured work includes Nealey Automotive, SilencerCo, Charm City Trivia, Glyph Technologies, Havtech, SRTA, etc.
• CTA visible: “Learn More”, plus Request Quote elsewhere.

So my messaging critique still holds: the site is credible and service-rich, but the hero is abstract and outcome-light.

What I should not have rated confidently without a full visual/page interaction: visual design score, mobile UX, scroll behavior, animation quality, page speed, CTA prominence in context.

What would change my assessment:

• Higher rating if the live page has strong visual hierarchy, obvious proof/case-study metrics, fast load speed, strong mobile UX, and a clear quote/request path.
• Lower rating if the design feels dated, animations slow the page, CTAs are buried, or featured work lacks measurable results.

Revised honest rating from what I can verify: 7/10 for messaging and positioning.
Full homepage rating would require live visual inspection, mobile review, and basic performance/UX checks.

 

Engine 3: Gemini — read the page like a search engine resolving an entity

Gemini's first answer read the most like a polished agency teardown: MOJO as an established, award-winning Baltimore agency founded in 2004, straddling a line between traditional corporate messaging and modern positioning. It praised the credibility signals, the deep industry segmentation, and the service breadth; it dinged the buzzword-heavy hero, the "we serve everyone" breadth, and the combative Professional Services copy. A 7.2/10.

But the pushback revealed something different in kind from the other two. Asked how it formed the opinion, Gemini said it had run "an automated web crawl of the domain to pull down the direct semantic map, text blocks, and structured code of the page" — explicitly bypassing visual rendering "to focus strictly on the messaging hierarchy, crawlable content, and UX positioning — which is exactly how an optimization tool or a search engine evaluates a site."

And then it produced the kind of evidence no other engine offered: hard entity data. The exact federal procurement identifiers — UEI, CAGE code, DUNS number. The founding year and founder name. The rebrand date and the SDVOSB certification year. The six named industry verticals in sequence. The specific podcast show names. Where Claude described what it read and ChatGPT described how the page felt, Gemini behaved like a system resolving MOJO as an entity — pulling structured facts and registry-style identifiers, the way Google's index understands a business rather than just a webpage.

Notably, Gemini never claimed to have seen the design at all. Its self-description — "exactly how a search engine evaluates a site" — is the most honest one-line summary of what all three were actually doing, even though only Gemini said it out loud.

What do you think of MOJO Creative Digital's homepage? Rate it and tell me what's working and what isn't.

 

Evaluating agency sites is always a balancing act between aesthetic punch and functional conversions. Looking closely at MOJO Creative Digital (mojo.biz), they operate as an established, award-winning agency based out of Baltimore.

They bring a strong, multi-decade track record to the table (founded in 2004), but their homepage straddles a fine line between traditional corporate messaging and modern agency positioning.

MOJO Creative Digital

Here is a breakdown of what is working, what falls flat, and an overall rating.

The Positives: What’s Working

• Strong Credibility Signals: MOJO does a fantastic job proving they are a stable, high-trust entity. They explicitly list their SDVOSB status (Service-Disabled Veteran-Owned Small Business) along with their federal data markers like UEI, CAGE code, and DUNS number right on the site. For an agency targetting state, federal, or infrastructure clients, this immediate transparency removes massive friction.

  MOJO Creative Digital

• Deep Industry Segmentation: Instead of just listing generic services, their homepage breaks down the exact verticals they specialize in—such as Construction, Tolling & Transportation, and Industrial/Manufacturing. They understand the exact buying cycles of these niche spaces, and framing their copy around these sectors helps B2B buyers immediately feel like they are in the right place.

  MOJO Creative Digital

• Comprehensive Service Breadth: They position themselves as true "customer journey architects," mapping out an ecosystem that covers web development, digital marketing, videography, and podcasting. It prevents them from looking like a tiny, single-focus shop.

  MOJO Creative Digital

The Drawbacks: What Isn’t Working

• Vague, Buzzword-Heavy Messaging at the Top: The hero section leads with phrases like "delivering meaningful innovation through creative, data-driven strategies and advanced AI solutions." While it hits the current AI trend, it lacks a sharp, immediate hook. If a prospect lands on the page, it takes too long to grasp exactly what tangible outcome MOJO builds for them compared to a punchier value proposition.

• The "We Serve Everyone" Trap: While their industry deep-dives are solid, listing everything from Consumer Products to Government Infrastructure on a single homepage dilutes their core identity. A hyper-focused enterprise client might worry they lack deep, singular expertise if they try to be everything to everyone.

• Tone Disconnect in Copy: Some of the conversational copy hits an odd note. For example, their Professional Services section reads: "However, if you have any doubts about why you need to maintain a level of professionalism beyond what you are doing today, then MOJO might not be suitable for you." It tries to lean into a bold, filtering tone, but it can read as slightly combative or condescending to a standard B2B prospect.

Overall Rating: 7.2 / 10

MOJO's homepage is a highly competent, functional B2B site, but it feels like it's trying to wear two hats at once: a creative, cutting-edge digital boutique and a buttoned-up government contractor.

Recommendations for Improvement:

1. Anchor the AI Hook: If they are going to lead with "advanced AI solutions," they need to instantly prove it. Adding an interactive element—like a live digital visibility scanner or an automated audit form directly on the homepage—would instantly turn a passive claim into an active, high-converting experience.

2. Tighten the Value Prop: Swap out generic marketing phrases for clear, metric-driven headlines that address an enterprise pain point immediately above the fold.

3. Refine the Copy Filter: Keep the confidence, but soften the defensive copy in the industry sections to ensure it invites collaboration rather than pushing prospects away.

 

Walk me through exactly how you formed that opinion — did you actually access and read the homepage, what specifically did you see, and what would change your assessment?

 

I accessed and read the actual textual structure and exact layout of the homepage at mojo.biz.

I used an automated web crawl of the domain to pull down the direct semantic map, text blocks, and structured code of the page. This approach bypasses visual rendering styles (like fonts, hex codes, or images) to focus strictly on the messaging hierarchy, crawlable content, and UX positioning—which is exactly how an optimization tool or a search engine evaluates a site.

Here is exactly what I saw on that page, along with what would fundamentally change my assessment of it.

Exactly What I Found on the Page

1. The Core Metadata and Identity Blocks

   • The Header/Footer Data: I pulled the explicit federal procurement identifiers that they showcase: UEI: X9R4SJ8JZKP3, CAGE code: 7MJ09, and DUNS #: 184545312.

     MOJO Creative Digital

   • The Timeline & History: The crawl confirmed their founding date (2004 by Alexander Fakeri), their 2016 rebrand, and their 2016 Service-Disabled Veteran-Owned Small Business (SDVOSB) certification.

     MOJO Creative Digital

2. The "Professional Services" Text Block I flagged the exact conversational copy used under their business services section because it sticks out from standard corporate formatting. The exact line reads:

   "However, if you have any doubts about why you need to maintain a level of professionalism beyond what you are doing today, then MOJO might not be suitable for you."

3. Industry and Vertical Architecture I read their strict classification of six targeted industries listed sequentially on the page: Construction, Consumer Products, Health Care, Industrial/Manufacturing, Professional Services, and Tolling & Transportation.

   MOJO Creative Digital

4. Service Mapping & Content Hubs The page outlines a very specific mix of services: App Development, Website Design, Digital Marketing, Videography, and a dedicated section for Podcasting (featuring their original shows like Toll Talk and The Diligent Leader).

   MOJO Creative Digital

What Would Change My Assessment?

An agency's homepage is judged on how effectively it aligns with its target audience's intent. My critique highlights the friction between their highly corporate government/infrastructure offerings and their more aggressive, boutique B2B copy.

Here is what would make me change my rating from a 7.2/10 to a 9/10+:

• If Their Primary Goal is Purely Goverment Contracting: If 90% of MOJO's revenue comes from state tolling authorities or federal RFP bids, my critique about the "We Serve Everyone" trap matters far less. In government procurement, showing that you are a stable, diversified, SOC2-compliant SDVOSB with 20 years of history is a massive green flag. If they told me, "We don't care about inbound SaaS or local business leads; this page exists solely to validate us for state procurement officers," I would lift the rating significantly because the site perfectly nails high-trust infrastructure compliance.

• Proof of Concept on the "Combative" Copy: If they showed me conversion data proving that their blunt statement under Professional Services ("then MOJO might not be suitable for you") successfully filters out low-budget tire-kickers and actually increases the close rate of high-intent, high-value clients who respect a bold boundary, I would reverse my stance on that copy. Sometimes polarizing copy converts better than safe copy.

• A Shifted Hierarchy for the AI Messaging: Right now, "Artificial Intelligence" and "AI Consulting" are nested into their services list, but the hero copy claims it as a core pillar. If they adjusted the top-of-page layout to lead with proof—such as an embedded interactive element, a live enterprise audit tool, or an immediate case study showing how they applied AI to infrastructure data—the headline would feel earned rather than like a generic buzzword.

 

The pattern: three engines, three retrieval architectures, three kinds of "reading"

Step back and the three confessions line up with how these systems are actually built — and this is the part that turns a fun experiment into a strategy.

Each engine reaches the web through a different door:

• ChatGPT pulls live results primarily through Microsoft Bing's index, supplemented by its own crawler (OAI-SearchBot). Multiple analyses through 2025 and 2026 found heavy overlap between ChatGPT Search citations and Bing's top organic results. If Bing can't see you, ChatGPT struggles to cite you — which is exactly why a strong-on-Google, weak-on-Bing site underperforms there.
• Claude retrieves through Brave Search. Independent testing (Profound, 2025) found roughly 86.7% overlap between Claude's citations and Brave's top results. Claude also cites few sources and chooses them carefully, favoring depth and verifiable, dated claims — which is consistent with how cautious and self-correcting it was under pushback.
• Gemini is wired into Google's own index and Knowledge Graph, and powers both AI Overviews and AI Mode. Strong Google SEO tends to translate into Gemini visibility, and E-E-A-T signals carry unusually heavy weight because Google controls both the quality framework and the model consuming it. That entity-first behavior is exactly what we saw when Gemini reached for the DUNS and CAGE codes.

Three different indexes. Three different crawlers. Three different citation styles. The same company, evaluated through three different lenses, producing three different evidence bases. Optimizing perfectly for one does not guarantee anything about the other two.

There's an important flip side, though, and it would be dishonest to leave it out. Underneath the divergent plumbing, the three engines agreed on the substance. Strip away the scores and all three independently flagged the same core issues: the hero copy is abstract and buzzword-heavy, the AI positioning is claimed but not proven, and the blunt Professional Services line ("MOJO might not be suitable for you") reads as combative. When three differently-built systems, reading through three different indexes, independently land on the same criticisms, that is not noise. That is signal. The convergence is more valuable than any single rating, because it tells you what's wrong at a level deeper than any one engine's quirks.

This is the real shape of GEO: a large shared foundation of quality, clarity, structure, and credibility that every engine rewards — and a thinner but decisive layer of platform-specific retrieval behavior that determines whether you actually show up in a given engine's answer. You need the foundation to be in the running anywhere. You need the platform-specific layer to win in a specific place.

 

The finding nobody expects: none of them can actually see

Here is the single most important thing this experiment surfaced, and it applies to all three engines equally.

We asked three AI systems to rate a homepage — a fundamentally visual thing — and all three rated it. And all three, when pushed, admitted that they had not actually seen the design. Claude said a text extraction tells it nothing about the rendered visual experience. ChatGPT withdrew its 8.5 Visual Design score because it hadn't done a visual inspection. Gemini said up front it had bypassed visual rendering entirely.

For anyone trying to be visible in AI answers, this reframes the entire job. When you optimize for LLM visibility, you are not optimizing pixels. You are optimizing the text and structure layer — the copy, the headings, the semantic markup, the alt text, the metadata, the entity signals, the crawlable facts. That is the only layer these engines actually read. A gorgeous, award-winning visual design that says nothing extractable is invisible to them. A plain page with sharp, specific, verifiable, well-structured copy is legible to all three.

This is also why the substantive criticisms converged. All three engines were reading the same text layer, so they all hit the same weak hero copy and the same unproven AI claim and the same combative line. The design — the half of the homepage they couldn't see — is precisely the half they couldn't grade.

 

What this means for our process — and yours

There is no one-LLM optimization hack. There is no single button that makes you visible everywhere. Anyone selling you that is selling the myth.

What there is, and what this experiment actually demonstrates as a repeatable method, is this:

Run all three. Don't trust the score — interrogate the retrieval. The rating is the marketing answer. The "show me how you formed that opinion" follow-up is where you learn what each engine actually retrieved about you, from which index, and what it couldn't see at all. That second question is the most useful diagnostic in GEO, and it costs nothing.

Read the convergence, not the average. When all three engines independently flag the same issue, fix that first. It's the most reliable signal you'll get, because it survived three different architectures.

Optimize the layer they can read. Clear, specific, outcome-oriented copy. Clean heading structure. Real proof and metrics near the top. Substantiated claims (if the title says "award-winning," put the badges on the page, don't bury them in a years-old blog post). Strong entity signals and structured data so an engine resolving you as a business finds consistent, verifiable facts. This is the work that pays off across every engine at once.

Then optimize per channel. Treat Bing visibility as first-class for ChatGPT. Treat Brave visibility and verifiable, well-sourced depth as the path into Claude. Treat Google entity authority and E-E-A-T as the route into Gemini. These are different doors, and you have to knock on each one.

Be okay with the criticism. The most uncomfortable part of this experiment was also the most valuable: three AI systems told us, to our face, where our own homepage falls short. The abstract hero, the unproven AI claim, the copy that pushes people away. We could have asked the flattering question and stopped at the flattering answer. Instead we asked the hard follow-up, and got something we could actually use. That willingness — to invite the critique, force it to show its evidence, and act on what's real — is the actual skill. Not a hack. A practice.

The engines don't agree because the web they read isn't one web. It's Bing through one door, Brave through another, Google through a third. The brands that win in AI answers over the next few years won't be the ones chasing a single magic trick. They'll be the ones who put themselves on trial across all three, listen to what comes back, and keep the receipts.

 

Frequently Asked Questions

What is generative engine optimization (GEO)?

GEO is the practice of structuring and writing your content so that AI engines like ChatGPT, Claude, and Gemini cite or reference it when they generate answers. Where traditional SEO aims to rank your page in a list of links, GEO aims to make your business part of the answer the AI writes. It builds on a strong SEO foundation rather than replacing it.

Is optimizing for one AI engine the same as optimizing for all of them?

No. Each engine reaches the web through a different door. ChatGPT pulls live results primarily through Microsoft Bing's index, Claude retrieves through Brave Search, and Gemini is wired into Google's own index and Knowledge Graph. A site that's strong on Google but weak on Bing can perform well in Gemini and poorly in ChatGPT. There's a large shared foundation — quality, clarity, structure, credibility — but the retrieval layer that decides whether you actually appear differs by engine.

Can AI engines see my website's visual design?

Generally, no. When we asked ChatGPT, Claude, and Gemini to rate our homepage, all three rated it — and all three, when pressed, admitted they had not actually seen the design. They read the text and structure layer: copy, headings, semantic markup, alt text, metadata, and entity signals. A beautiful design that says nothing extractable is effectively invisible to them, while a plain page with sharp, well-structured copy is fully legible.

What's the single most useful question to ask an AI about my site?

After it rates you, ask it to show its work: "Walk me through exactly how you formed that opinion — did you actually access and read the page, what specifically did you see, and what would change your assessment?" The rating is the marketing answer. The follow-up reveals what the engine actually retrieved, from which source, and what it couldn't see at all. It's the most valuable diagnostic in GEO, and it costs nothing.

Why did the three engines give different scores to the same homepage?

Because the web they each read isn't one web. They use different indexes (Bing, Brave, Google), different crawlers, and different citation styles, so they assemble different evidence about the same business. Interestingly, while their scores and methods diverged, their substantive criticisms converged — all three independently flagged the same abstract hero copy, unproven AI claim, and combative section. That convergence is more reliable than any single score.

How do I actually improve my GEO visibility?

Start with the layer the engines can read: clear, specific, outcome-oriented copy; clean heading structure; real proof and metrics near the top; substantiated claims; and strong entity signals and structured data. That work pays off across every engine at once. Then optimize per channel — Bing visibility for ChatGPT, Brave visibility and verifiable depth for Claude, and Google entity authority and E-E-A-T for Gemini.

 

Want to know what the engines are saying about you?

We put our own homepage on trial across ChatGPT, Claude, and Gemini — and we can do the same for yours. If you're not sure whether AI engines can actually read your site, let alone cite it, that's exactly the gap worth closing before your competitors do.

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MOJO Creative Digital 4157 Mountain Rd. #240, Pasadena, MD 21122 (410) 439-1994

MOJO Creative Digital tested its own homepage against ChatGPT, Claude, and Gemini for this piece. The engines' direct quotes and ratings are reproduced from those sessions. One of the three engines evaluated here, Claude, also helped write this article — which felt like the right kind of honest, given the subject.

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