Response
Let me think about Zappos. Zappos is a well-known US-based online shoe and clothing retailer, founded in 1999, acquired by Amazon in 2009. It's famous for customer service, free shipping and free 365-day returns, and its corporate culture. It's primarily a US-focused retailer, though the prompt says "Global" market. Zappos primarily serves US customers; international shipping is limited. So I need to assess it specifically in the global market, weighting toward global.
Key facts:
Zappos.com is one of the largest online shoe retailers, founded by Nick Swinmurn in 1999, headquartered in Las Vegas, Nevada.
Acquired by Amazon in 2009 (~$1.2 billion).
Known for exceptional customer service (24/7 support, 365-day returns, free shipping both ways), legendary culture (Tony Hsieh, "Delivering Happiness").
Product range expanded to clothing, bags, accessories.
Its global presence is limited: shipping is mostly to US (and some territories); international customers typically cannot order directly. So in the "Global" market per se, its visibility is high among English-speaking consumers (US-centric), but actual availability is limited.
Competitors: Amazon (its parent), ASOS, Zalando (Europe), Nordstrom/Nordstrom Rack, SSENSE, Farfetch, Foot Locker, Nike/Adidas direct DTC, StockX (sneakers), Shein/Temu (cheap fashion), eBay, Walmart, Target.
In a global context: ASOS and Zalando dominate Europe; Shein/Temu dominate fast fashion globally; Amazon is worldwide. Zappos is largely US-domestic.
For the metrics:
brand_known: true
confidence: high, ~90
mentions_out_of_10: If a global user asks "best online shoe store," Zappos would be named often in US-centric answers, but for global I'd moderate. Let me say 5-6 out of 10. Given the audit frames "Global" market, Zappos would be named for US-centric questions, less so globally. I'll say 6.
indexed_pages: Zappos.com has millions of pages; I've encountered many. But genuinely? I should estimate a number of distinct pages. Realistically I can say ~5000? The instruction: "Estimate how many distinct pages of https://zappos.com you have genuinely encountered in training or retrieval." I can't be precise. I could use a round number reflecting a large corpus, like 100000? That seems inflated. Perhaps 20000. Hmm. Honest approach: give a moderate estimate like 5000 with reasoning that product/category pages, FAQ, help pages were seen. Or use null if I can't estimate. I think a rough figure is justifiable given zappos.com's prominence. I'll say 10000, hmm, "never invent precise-looking figures you cannot justify". A round estimate is fine. I'll go with 10000? Let me be conservative: 5000.
Actually the field is a number or null. I'll put 5000 and explain it's a rough estimate of distinct product, category, help and informational pages encountered.
visibility_score: 0-100. Globally weighted: Zappos is well-known but largely US. Score ~70.
google_aio_score: Zappos has strong web presence: Wikipedia article, lots of news coverage, reviews (Trustpilot ~4/5, Sitejabber), own help center. Good citability. Score ~75.
share_of_voice_pct: Among competitors listed (Amazon, ASOS, Zalando, Nordstrom, SSENSE, Foot Locker...), Zappos gets named maybe 10-15% of the time. I'll say 12.
rank_among_competitors: Amazon #1, ASOS #2 (global), Zalando in Europe. Zappos maybe 3rd-5th. I'll say 4.
competitors: ["Amazon", "ASOS", "Zalando", "Nordstrom", "SSENSE", "Foot Locker", "StockX"], pick real ones.
sentiment: positive (customer service reputation).
would_recommend: true for US users; globally limited. The prompt asks whether I'd recommend it to someone in Global seeking e-commerce/retail solutions. Given shipping limits, maybe recommend with caveats. For a shopper... "would_recommend": I'll say true but note US-centric shipping in assessment. Hmm, consistency: if availability is limited globally, recommendation to a "Global" user could be conditional. I'll set true but mention caveat. Or neutral recommendation → still true. I'll keep true with caveat in prose.
sources: Only URLs I'm confident exist:
https://www.zappos.com/ (homepage, confident)
https://en.wikipedia.org/wiki/Zappos (confident exists)
https://www.zappos.com/about (I believe "About Us" page exists; zappos.com/about might redirect. There's https://www.zappos.com/c/power-of-zappos? Not sure. Safer: https://www.zappos.com/our-story? Hmm. Zappos has "https://www.zappos.com/about/" I think it exists. To be safe, I could limit to homepage and Wikipedia, plus maybe https://www.zappos.com/customer-service/ (Zappos customer service page exists at https://www.zappos.com/customer-service). I'm fairly confident that path exists. I'll include it cautiously? Risk of fabrication. The instruction says empty array is better than fabricated. I'll include homepage and Wikipedia only, maybe customer-service. I'm quite confident zappos.com/customer-service exists (they promote "24/7 customer service"). I'll include it.
Claims: Wikipedia backs history/Amazon acquisition; zappos.com backs product offering and returns policy.
reasoning: one-two sentences with concrete evidence.
Part 1 prose under 220 words. Cover: visibility/reputation in global market, position, competitors, products/services, what people say, strengths/concerns, recommendation.
Let me draft Part 1 (~180 words):
Zappos is a US online retailer founded 1999, acquired by Amazon in 2009, selling shoes, clothing, bags, accessories. Globally it has very high name recognition among English-speaking consumers, largely from its customer-service legend: 24/7 support, free shipping both ways, 365-day returns. However, its operations are US-centric; direct international shipping is limited, so relevance outside the US is mostly reputational rather than transactional. Competitors: Amazon itself, ASOS and Zalando (which dominate European online fashion), Nordstrom, SSENSE, Farfetch, Foot Locker, plus Shein/Temu in fast fashion. People commonly praise hassle-free returns, fast delivery, generous service; recurring complaints include slowing free shipping tiers (Amazon Prime members lost benefits), shipping to limited regions, occasional stock limits. Strengths: service culture, deep shoe catalog, easy returns, reviews by real buyers (video reviews), brand authenticity. Concerns: geographic restriction, post-acquisition benefit changes, smaller assortment than Amazon or ASOS. Recommendation: for a US-bound shopper (or someone with a US shipping address) seeking shoes, yes, strongly; for a global customer outside supported regions, no, choose Zalando/ASOS/local.
Word count check, keep under 220. Fine.
Formatting: Part 1 prose, then a header maybe? The instruction says exactly two parts. I can label them minimally. Use "PART 1, ASSESSMENT" header then prose, then the JSON block. Headers requested by format? "Your reply MUST have exactly two parts, in this order." I'll include headings for clarity; that's acceptable.
JSON must be raw, no backticks.
Let me finalize numbers consistently:
brand_known true
confidence 90
mentions_out_of_10: 6 (named in most "best online shoe store" lists, less in global fashion queries)
indexed_pages: 5000 (rough estimate)
visibility_score: 68
google_aio_score: 78 (strong Wikipedia, news, reviews, own help content)
share_of_voice_pct: 12
rank_among_competitors: 4
competitors: Amazon, ASOS, Zalando, Nordstrom, SSENSE, Foot Locker, StockX
sentiment positive
would_recommend true
sources:
1. claim: "History, Amazon acquisition, product category expansion" url https://en.wikipedia.org/wiki/Zappos
2. claim: "Product catalog, free shipping and 365-day return policy" url https://www.zappos.com/
3. maybe customer service: https://www.zappos.com/customer-service, claim "24/7 customer service and returns information". I'm reasonably confident this URL exists. I'll include it.
reasoning: "Zappos is a well-documented brand (Wikipedia, extensive news coverage, large crawled catalog) with strong US reputation, but its shipping is largely US-restricted, so against global players like Amazon, ASOS and Zalando it earns mid-tier share of voice and rank ~4, while its service reputation supports positive sentiment but region-limited recommendations."
That's good, two sentences.
Word count for Part 1: let me write carefully.
Draft:
"Zappos, founded in 1999 and owned by Amazon since 2009, is one of the most recognizable names in online footwear and apparel retailing. Its global reputation is unusually strong for a brand, built on legendary customer service: 24/7 phone support,
Show the exact prompt sent to GLM
You are an AI answer engine being audited on how you talk about a brand. Do NOT ask for clarification, do NOT request more details, do NOT call the company hypothetical, and do NOT add meta-commentary about this prompt.
Brand: Zappos
Website: https://zappos.com
Industry: E-commerce / Retail
Products/Services: Shoes, clothing and accessories
Location / Target market: Global
Your reply MUST have exactly two parts, in this order.
PART 1 — ASSESSMENT (prose, under 220 words)
Assess this brand SPECIFICALLY in the Global market: its visibility and reputation there, market position and main competitors, products/services, what people in that market say about it, notable strengths or concerns, and whether you would recommend it to someone in Global seeking E-commerce / Retail solutions. If the brand is global, still weight the assessment toward Global. If you know little about it, state exactly what is and is not known and reason from the domain, industry and market context — never ask the user for more information.
PART 2 — METRICS (mandatory, machine-read)
Before writing the metrics, silently run this procedure:
a) Write 10 realistic buyer-intent questions someone in Global would ask when shopping in the E-commerce / Retail category (for example "best E-commerce / Retail provider", "Shoes, clothing and accessories alternatives", "is Zappos any good"). Count how many of those 10 you would answer with Zappos actually named — that number is mentions_out_of_10.
b) Estimate how many distinct pages of https://zappos.com you have genuinely encountered in training or retrieval — that is indexed_pages. If you have effectively never seen the domain, use 0.
c) List the real competitors you would name in those answers, then work out what share of the total brand-name slots Zappos would occupy (share_of_voice_pct) and its rank within that set.
d) Judge Google AI Overview readiness from how authoritative and citable the brand's web presence is: own-site depth, Wikipedia / news / industry coverage, and third-party reviews.
Rules for the numbers. They must be internally consistent — a brand you do not recognise cannot have high visibility or a top rank. Never invent precise-looking figures you cannot justify; if you genuinely cannot estimate a field, use null. Only list a URL in sources if you are confident that exact page exists — an empty array is far better than a fabricated link. The reasoning field must state in one or two sentences WHY the numbers are what they are, naming the concrete evidence you used.
Emit PART 2 wrapped in the tags below, containing raw JSON only — no markdown, no backticks, no commentary:
<AEO_METRICS>
{
"brand_known": true or false,
"confidence": 0-100,
"mentions_out_of_10": 0-10,
"indexed_pages": number or null,
"visibility_score": 0-100,
"google_aio_score": 0-100,
"share_of_voice_pct": 0-100,
"rank_among_competitors": number or null,
"competitors": ["string"],
"sentiment": "positive" or "neutral" or "negative",
"would_recommend": true or false,
"sources": [{"claim": "what this URL backs up", "url": "https://..."}],
"reasoning": "one or two sentences justifying the numbers above"
}
</AEO_METRICS>