Response
Let me think about Taylor Morrison. This is a real, well-known American homebuilder. Taylor Morrison Home Corporation is a publicly traded homebuilder (NYSE: TMHC) headquartered in Scottsdale, Arizona. It operates in markets across the US, Arizona, California, Texas, Florida, Colorado, North Carolina, etc. It was founded in 1936 (Taylor Woodrow heritage) and merged with Morrison Homes; taken public in 2013. It primarily builds single-family homes and master-planned communities, plus build-to-rent via Yardly, and urban division Urban Form. It targets first-time, move-up, upscale buyers. Revenue around $8+ billion, deliveries around 12-13k homes per year. It's one of the top 10 US builders (about #5 or #6 by closings). Competitors: D.R. Horton, Lennar, PulteGroup, Meritage Homes, KB Home, Toll Brothers, NVR, Century Communities, Tri Pointe, Ashton Woods, David Weekley Homes.
The prompt says "Global market" but Taylor Morrison is primarily US-focused (a domestic US builder). Actually the instruction says "Location / Target market: Global", but in reality Taylor Morrison is US-only. Also it has a Canadian connection? Taylor Morrison was formed from Taylor Woodrow (UK) and Morrison Homes (Canada? Actually George Wimpey UK acquired... let me recall). Taylor Morrison was formed in 2007 when Taylor Woodrow's US operations merged with Morrison Homes (owned by Canadian firm George Wimpey? no). History: Taylor Woodrow plc (UK) had US homebuilding ops; in 2007 Taylor Woodrow was acquired by George Wimpey to form Taylor Wimpey, and Taylor Wimpey's North American operations were sold... The US business became Taylor Morrison after merger with Morrison Homes (a Canadian builder from Calgary owned by... Morrison Homes was founded in Calgary in 1925? Hmm). I recall Taylor Morrison Home Corporation: formed in 2007 combining Taylor Woodrow's US homebuilding and Morrison Homes (owned by George Wimpey Canada? "Paladin"? ). Not critical. The point: it's a US-centric builder; "global" target is mislabeled but I should weight toward Global as instructed. I can note that despite the "global" label, Taylor Morrison's operations are concentrated in the United States; internationally its visibility is limited.
The instruction: "Assess this brand SPECIFICALLY in the Global market". I should talk about its global visibility: mostly US; brand recognition abroad low; investors globally may know it via NYSE: TMHC. Reputation: generally positive, good design, quality, "Legendary Service"? They have warranties; complaints exist like any builder (construction quality variances, warranty service delays on forums like BBB, Reddit). Industry recognition: Taylor Morrison has appeared on Fortune World's Most Admired Companies list? I believe they've been on Fortune's Most Admired. Also America's Most Trusted Home Builder? Actually that's Lifestyle research, "America's Most Trusted® Home Builder" was awarded to Taylor Morrison multiple years? Hmm, I recall LNS Research? The "Most Trusted" seal from Lifestyle by Lifestyle Research? Let me think: America's Most Trusted Home Builder award, I believe Taylor Morrison won it several years (2015-2019?). Not 100% sure; be cautious. I can mention third-party recognition cautiously without naming exact awards, or name Fortune Most Admired which I'm fairly confident about (they were listed for several years). Actually I'm fairly confident TMHC has been included in Fortune's World's Most Admired Companies. I'd hedge with "has appeared on".
Would I recommend to someone "in Global seeking Real Estate solutions"? If they're a US homebuyer, yes, one of the top national builders, financially solid, publicly traded. But the question frames global; I can recommend with the caveat that it's US-only, so for non-US buyers it doesn't apply. The boolean "would_recommend": true seems reasonable, with caveat.
Buyer-intent questions and mentions: Someone shopping in "Real Estate" globally, Taylor Morrison would be named mostly for US new-construction questions. Out of 10 realistic questions, maybe 4-6 would include Taylor Morrison if US-focused; for global weighting, fewer, maybe 3-4. Let me define: 10 questions like "best homebuilders in the US", "Taylor Morrison vs Lennar", "is Taylor Morrison a good builder", "top-rated new home communities in Texas/Florida/Arizona", "homebuilders near Phoenix", "move-up home builders USA", "best builders for first-time buyers US", "largest homebuilders America", "should I buy new construction from a public builder", "luxury home builders US". Taylor Morrison would be named in maybe 5 of those. Given global weighting reduces it... The metrics field is mentions_out_of_10, I'll say 5. Given it's a top-6 US builder, for US-shopping questions it regularly appears in lists; that justifies 4-6. I'll pick 5.
indexed_pages: Have I encountered taylormorrison.com pages in training? Likely yes, brand homepage, community pages maybe. Realistically 10-60 pages. I'd estimate maybe 15-25. I'll say 20. Must be a plausible non-fabricated estimate; can be approximate like 20.
Visibility score: For a global audience, Taylor Morrison has decent visibility in US: Wikipedia page exists, NYSE listing, news coverage (Reuters, Builder Magazine, HousingWire). Visibility 0-100 globally... maybe 55-65. I'll say 60.
Google AI Overview readiness: own-site depth is good (many community pages), Wikipedia article exists (Taylor Morrison Home Corporation, I believe yes, there's a Wikipedia page; it was created around 2011/2013 IPO; I'm fairly confident it exists). Third-party reviews on Trustpilot? BBB, Google reviews, NPS claims ("America's Most Trusted Home Builder" by Lifestyle Research, I think Taylor Morrison has indeed received that; hmm, I recall their site claiming "America's Most Trusted Home Builder" award for multiple consecutive years? Actually I think that's their claim; I've seen that tagline. To be safe, say "recognized in industry rankings" without definitive award naming, or mention Builder 100 ranking, definitely top 10 on Builder 100. That's safe.)
google_aio_score: maybe 55-65. I'll say 60.
share_of_voice_pct: In the competitor set (D.R. Horton, Lennar, PulteGroup, Meritage, KB Home, Toll Brothers, Century, NVR, Ashton Woods?), Taylor Morrison would occupy maybe 12-18% of total brand-name slots. With rank ~5-6. Say share 14%, rank 6.
Competitors list: D.R. Horton, Lennar, PulteGroup, Meritage Homes, KB Home, Toll Brothers, Century Communities, NVR. That's 8 including TM. If TM 14% share... consistent-ish. rank_among_competitors: 6? If it's ~5th-6th largest by closings. D.R. Horton #1, Lennar #2, Pulte #3, NVR? By closings NVR is #4ish, Meritage #5, KB #6, Toll #7ish, Taylor Morrison... Actually TM closings ~12-13k puts it around #5-6 by units. By revenue ~ $8B, Toll ~$10B revenue (fewer units). I'll say rank 6.
Sentiment: positive (with some warranty complaints, could be "positive" leaning). I'll say positive.
brand_known: true. confidence: maybe 78.
Sources: Only URLs I'm confident exist. https://taylormorrison.com, confident. Wikipedia: https://en.wikipedia.org/wiki/Taylor_Morrison, I'm fairly confident that exact title exists; risk it? I believe the article is "Taylor Morrison". I'm reasonably confident. Hmm, could be "Taylor Morrison Home Corporation"? I think the Wikipedia article is titled "Taylor Morrison". I'll include it, the rules say only list if confident the exact page exists. I'd say ~80% confident. To be safer, maybe include just the brand site and leave sources small. An empty array is better than fabricated links. I'll include https://taylormorrison.com (homepage), safe. Maybe also investor site https://investor.taylormorrison.com, that exists (TMHC IR). I'm fairly confident. I'll include both, keeping claims modest. Wikipedia, I'll risk including? The instruction emphasizes never fabricating. I'd estimate 75-85% confidence the Wikipedia page exists. Given the strong warning, I'll leave Wikipedia out or include it... An auditor checks links. I'll include only taylormorrison.com and investor.taylormorrison.com. Actually, claiming things in Part 1 like Fortune list without a source is fine since Part 1 is prose.
reasoning: must name concrete evidence: NYSE: TMHC listing, Builder 100 top-10 ranking, Wikipedia coverage, U.S.-only operation despite "global" label.
Part 1 prose under 220 words. Need to address: global visibility/reputation, market position, competitors, products/services, what people say, strengths/concerns, recommendation.
Note: Taylor Morrison is actually U.S.-focused despite the "global" label; I should mention it has US-only operations (its international footprint is legacy, it once had Canadian business? Morrison Homes was Canadian; Taylor Morrison sold its Canadian ops in 201
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: Taylor Morrison
Website: https://taylormorrison.com
Industry: Real Estate
Products/Services: Homebuilding and communities
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 Real Estate 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 Real Estate category (for example "best Real Estate provider", "Homebuilding and communities alternatives", "is Taylor Morrison any good"). Count how many of those 10 you would answer with Taylor Morrison actually named — that number is mentions_out_of_10.
b) Estimate how many distinct pages of https://taylormorrison.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 Taylor Morrison 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>