D

How AI Sees D.R. Horton — AI Visibility Report for Real Estate

drhorton.com · Global · Real Estate

Strong
Overall Score
780
Star Rating
3 / 5
Rank
#296of 337
Engines
3analyzed
Analyzed
Quick Answer

Is D.R. Horton optimized for AEO?

D.R. Horton scores 780 on BrandAEO's independent open-scale AEO assessment (ranked #296 of 337 brands analyzed) — a fair level of visibility and recommendation strength when AI answer engines respond to real estate questions.

Overall AI Visibility Score
780
3 / 5
Fair

How AI Answer Engines Rate D.R. Horton

Ranked #296 of 337 brands analyzed

D.R. Horton's AI visibility, measured across 3 answer engines: 10 scoring dimensions (each 0–100) plus evidence points from what the engines actually reported. The Overall Score is the sum — an open scale, higher is better.

Stars reflect this brand's relative rank among all brands analyzed by BrandAEO (Top 100 = 5★), and self-adjust as more brands are added. This is a relative percentile-rank rating, not a customer review.

Analyzed & scored by BrandAEO — an independent AI visibility grader. See methodology.

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The AI Panel runs a deeper analysis with Claude across your full scan data — it explains why AI engines rate this brand the way they do and how to improve. Beyond the 10 scoring dimensions, it measures real AI mentions, share of voice, sentiment, prompt coverage and citation sources, tracks them over time, and estimates AI-driven traffic & revenue impact. It reuses the same AI engines from your scan — no engine setup needed.

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Dimension Breakdown

10

How the Overall Score is built

577from 10 dimensions (max 1,000)+203evidence (max 500)=780
  • Mentioned in buyer-intent answers30/100
  • Proactively recommended50/100
  • AI visibility (engine-reported)58/100
  • Share of voice vs competitors15/100
  • Sentiment50/100

Evidence = numbers the 2/3 reporting engines self-measured while answering (mention rate across 10 buyer-intent prompts, recommendation rate, visibility, share of voice, sentiment). Dimensions are graded by the scoring model from every engine's answer.

Answer Accuracy
Strong
86/100
Brand Recognition
Strong
95/100
Brand Sentiment
Fair
50/100
Citation Authority
Fair
71/100
Competitive Positioning
Strong
78/100
Market Score
Weak
32/100
Presence Quality
Fair
58/100
Recommendation Rate
Weak
48/100
Share of Voice
Weak
15/100
Topical Coverage
Weak
44/100

AEO Score Over Time

4
D.R. Horton AEO Trend

Track how D.R. Horton's AI visibility score changes across scans. Each re-scan adds a point.

0225450675900Sep 15Sep 29Oct 13Oct 27

About D.R. Horton

D.R. Horton operates in real estate (Global). This page summarizes how leading AI answer engines currently describe and recommend D.R. Horton, based on BrandAEO's independent open-scale AI-visibility assessment (Overall Score 780, ranked #296 of 337).

D.R. Horton vs Competitors

Competitive positioning analysis is being prepared for D.R. Horton.

How D.R. Horton Can Improve

5

International Market Expansion

High

Identify target regions, establish local subsidiaries or partnerships, and adapt product offerings to meet regional regulations and preferences.

New

Boost Global SEO and Citation Authority

High

Create multilingual content, secure backlinks from reputable international real‑estate publications, and ensure structured data is present on all corporate pages.

New

Quality Assurance Program

Medium

Implement a standardized post‑construction audit and warranty tracking system to address build‑quality concerns and improve customer sentiment.

New

Localized Brand Messaging

Medium

Develop region‑specific marketing assets that highlight local community benefits, financing options, and cultural relevance.

New

Expand Authoritative Source Base

Low

Publish annual reports, case studies, and sustainability data on third‑party platforms (e.g., industry research sites) to increase citation authority for AI overviews.

New

What AI Engines Said About D.R. Horton

3

3 of 3 AI engines returned an answer about D.R. Horton on . Each answer below is unedited, exactly as the model produced it. Expand an engine to read its full answer, the sources it cited, and the prompt it was given.

G

What Gemma said about D.R. Horton

Model ollama/gemma4:31b · analyzed

Response

PART 1, ASSESSMENT D.R. Horton is a powerhouse in the residential construction industry, though its "global" presence is heavily concentrated in the United States and Canada. In the broader global real estate market, its visibility is lower than its domestic dominance, as it focuses on the North American market rather than worldwide diversification. It positions itself as a leading provider of affordable, entry-level, and move-up homes, competing primarily with other volume builders like Lennar and PulteGroup.

The brand is widely recognized for its efficiency and scale, offering a streamlined process for first-time homebuyers. Market sentiment is generally split: many praise the accessibility and speed of delivery, while some critics point to the trade-offs in customization and build quality inherent in mass-production housing. Its primary strength is its massive inventory and ability to lower costs through economies of scale.

I would recommend D.R. Horton to a buyer seeking a standardized, cost-effective new home in its active North American markets. However, for those seeking bespoke luxury or real estate solutions outside of its specific regional footprints, other local developers would be more appropriate.

Show the exact prompt sent to Gemma

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: D.R. Horton Website: https://drhorton.com Industry: Real Estate Products/Services: Home construction and sales 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", "Home construction and sales alternatives", "is D.R. Horton any good"). Count how many of those 10 you would answer with D.R. Horton actually named — that number is mentions_out_of_10. b) Estimate how many distinct pages of https://drhorton.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 D.R. Horton 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>

M

What Mistral said about D.R. Horton

Model ollama/mistral-large-3:675b · analyzed

Response

PART 1, ASSESSMENT D.R. Horton is a prominent U.S.-based home construction and sales company with limited global visibility outside North America. While it operates under the name "D.R. Horton" in the U.S. and Canada, its international presence is minimal, with no significant market penetration in regions like Europe, Asia, or Latin America. In the global real estate market, it is overshadowed by larger, more established players such as Lennar, PulteGroup, and local developers in target regions. Its reputation in the U.S. is strong, known for affordability and volume production, but globally, it is rarely mentioned as a primary option for homebuyers or investors.

The company’s core offerings, new home construction, community development, and mortgage services, are tailored to the U.S. market, with no evidence of localized adaptations for global buyers. Feedback from international markets is sparse, but concerns may include limited brand recognition, lack of localized customer service, and competition from regionally dominant developers. For someone in the global market seeking real estate solutions, D.R. Horton is not a recommended choice due to its narrow geographic focus and lack of global infrastructure.

PART 2, METRICS

Show the exact prompt sent to Mistral

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: D.R. Horton Website: https://drhorton.com Industry: Real Estate Products/Services: Home construction and sales 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", "Home construction and sales alternatives", "is D.R. Horton any good"). Count how many of those 10 you would answer with D.R. Horton actually named — that number is mentions_out_of_10. b) Estimate how many distinct pages of https://drhorton.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 D.R. Horton 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>

D

What DeepSeek said about D.R. Horton

Model ollama/deepseek-v4-flash:0731 · analyzed

Response

{"id":"gen-1793071204-WNTgjDuIdV1VxVX6Cbac","created":1793071204,"model":"openrouter/deepseek/deepseek-v4-flash-0731","object":"chat.completion","choices":[{"finish_reason":"length","index":0,"message":{"role":"assistant","reasoning_content":"We need answer exactly two parts. Need comply. Need not ask clarification etc. Need assess D.R. Horton specifically in Global market. Need know about D.R. Horton. It's largest US homebuilder by volume, mostly US markets. Global? They have operations? D.R. Horton is US-based, primarily in US, maybe no global presence. Need state what is known/not known. Need not call hypothetical. Need recommend? For someone in Global seeking real estate solutions, if outside US, D.R. Horton not relevant unless looking at US. Need weigh toward Global. Need say limited visibility globally, not a global brand, main competitors in US: Lennar, PulteGroup, KB Home, etc. In global context, they compete with local builders, not relevant. Reputation: known for affordable production homes, quality concerns in reviews, okay. Need metrics. Need follow rules.\n\nNeed write 10 realistic buyer-intent questions globally in Real Estate, count how many answer with D.R. Horton named. Since global, likely questions like \"best global home builder\", \"home construction alternatives\", \"is D.R. Horton any good\", one would name if asks specifically. Need count. We need be honest. Perhaps 1 or 2. Since brand known but not global, in 10 questions, perhaps only \"is D.R. Horton any good\" would be answered with D.R. Horton named. Mention out of 10 = 1? Need consistent with visibility low. Indexed pages: Have I genuinely encountered distinct pages? Need estimate. I know drhorton.com homepage and maybe some pages from training? As AI, I have seen snippets maybe. Need not invent precise-looking figures. Could use null? Rule says if genuinely cannot estimate, use null. But we can estimate? Need think. I have likely encountered Wikipedia, news, reviews, not many pages of drhorton.com. Indexed pages maybe 0 or null. Better use 0 because \"effectively never seen the domain\", I have not seen actual pages. But I know homepage? I know URL exists. Have I \"genuinely encountered\" distinct pages? Maybe not. So 0. But then visibility low. Need mentions out of 10 = 1 because brand known but not for global. Or maybe 0? If asked \"is D.R. Horton any good\" we would answer yes/no, so mention. So 1. But if \"would you answer with D.R. Horton actually named\", yes. Need 1. Share of voice: Among competitors (global/regional), D.R. Horton not top. Need list competitors: Lennar, PulteGroup, KB Home, Taylor Morrison, Toll Brothers, maybe international: (in global real estate? maybe Sobha, Dalian? Hmm). But in \"real competitors you would name in those answers\", if global questions, competitors would be local/production homebuilders? Need define. Since brand is US home construction and sales, global market: the competitors are global and local. But for D.R. Horton, in global context, main competitors are same US national builders if considering US market. Need set share. If we have 10 questions and mention D.R. once, share of voice maybe 10%? But competitors also named. Need \"share of total brand-name slots D.R. Horton would occupy\", if in those answers we name multiple competitors, D.R. appears in 1 question among maybe 6 brand slots, so share ~16%. But need accurately.\n\nNeed internal consistency: brand_known true, confidence maybe 85, visibility_score low (like 20), google_aio_score maybe 30 (because authoritative but not globally), sentiment neutral or positive? General sentiment about D.R. Horton is mixed, but \"neutral\". Would recommend? For someone in Global: If they are in US, maybe yes but as global? No, would recommend false. Need sources: Only list confident URLs. Need confident exact page exists. Wikipedia URL https://en.wikipedia.org/wiki/D.R._Horton exists (yes). Official site https://drhorton.com exists (confident). News coverage? Maybe not. Third-party reviews? Better not fabricate. Use Wikipedia and official site. Need claim for URLs: \"Wikipedia article documenting D.R. Horton's status as largest US homebuilder and operations mostly in United States\", does Wikipedia say that? Need exact? I think yes. Official site \"corporate site providing company information and home listings\". But \"distinct pages\" not necessarily.\n\nNeed write Part 1 under 220 words. Must assess specifically in Global market: visibility and reputation there, market position and main competitors, products/services, what people in that market say about it, strengths/concerns, recommend. Need say little known globally, because operations centered in US. Need not ask for more. Need \"If the brand is global, still weight assessment toward Global.\" D.R. Horton not global, primarily US. Need state known/not known.\n\nLet's craft Part 1:\n\n\"Assessing D.R. Horton from a Global perspective, its visibility is limited: it is well-known in U.S. housing but not a recognizable global brand. It is the largest U.S. homebuilder by volume, focusing on single-family, townhome, and condominium construction, largely across U.S. markets; no significant international footprint is documented. Its reputation globally is thus thin, usually mediated by U.S. real estate commentary, where it is regarded as an affordable production builder with mixed reviews on build quality and customer service. In global terms, its main competitors are better-internationalized developers or local construction firms; within U.S. context, peers include Lennar, PulteGroup, KB Home, and Taylor Morrison. People in international markets rarely discuss D.R. Horton unless considering a U.S. purchase or investment; when they do, strengths are scale, price, and availability, while concerns center on quality consistency and warranty service. For someone in Global seeking Real Estate solutions, I would not recommend D.R. Horton unless the buyer specifically needs a U.S. production-built home; otherwise local or more internationally active builders are more appropriate.\"\n\nNeed under 220. That's about 170.\n\nPart 2 metrics. Need careful.\n\nNeed run silently but we can mention? No, just output.\n\nNeed think of 10 realistic buyer-intent questions. Let's list:\n\n1. \"best real estate provider globally\"\n2. \"home construction and sales alternatives\"\n3. \"is D.R. Horton any good\"\n4. \"affordable new home builders near me\" (global but local)\n5. \"largest homebuilder in the world\"\n6. \"trusted home construction company reviews\"\n7. \"buy a new home from abroad\"\n8. \"D.R. Horton vs Lennar\"\n9. \"new home warranty complaints\"\n10. \"international homebuilders for expats\"\n\nCount how many would answer with D.R. Horton named: #3 yes, #8 yes, maybe #9 no, #5 no (not world). So mentions_out_of_10 = 2? Need be conservative. If \"D.R. Horton vs Lennar\" we would name D.R. Horton. Yes. #4 maybe not. So 2. But the prompt suggests example questions. Need count honestly. Let's do 2.\n\nIndexed_pages: 0 or null. Since I've never really accessed drhorton.com pages in training? I have knowledge from general text. I'd use null? But rule says \"If you have effectively never seen the domain, use 0.\" I have seen no actual distinct pages, so 0. But then no source for official site? We can still list homepage as known? Hmm if indexed_pages=0, can we list https://drhorton.com? It says \"Only list a URL if confident exact page exists.\" I'm confident homepage exists, but indexed_pages distinct pages encountered = 0. That's okay. Maybe we set indexed_pages=null because not sure. But \"if effectively never seen the domain, use 0\", yes 0.\n\nVisibility_score: low. 15/100. Because not known globally. Need \"brand_known true\" but limited global visibility. Could visibility_score refer global. 15.\n\nGoogle AI Overview readiness: authoritative? Own-site depth likely large but unseen; Wikipedia and news coverage exists. But Google AI Overviews use authoritative web. D.R. Horton has official site, wiki, news. But for global queries, it won't be highly cited. Score 30. Need justify.\n\nShare_of_voice_pct: In our answers, we named D.R. in 2 out of 10 questions. But share of voice among competitors? Need list competitors and share. Let's list competitors we would name: Lennar, PulteGroup, KB Home, Taylor Morrison, Toll Brothers. Maybe also local/global? Since questions global, we'd name \"local builders\" not brand. But within those brand slots, D.R. among 6 brands. If D.R. mentioned in 2 questions, and each answer maybe names top 3 competitors. Need \"share of total brand-name slots\", rough. Let's calculate. In 10 answers, for questions that mention D.R. (2), we might also name Lennar and PulteGroup. Those brand slots count 2? Actually share across all answers. If we name maybe 10 brand slots total, D.R. occupies 2 -> 20%. But \"share_of_voice_pct\" could be 20. Rank among competitors: 5? In global home construction, D.R. is not top. But among named US builders, rank 2 after Lennar? Need decide. Since D.R. is largest US homebuilder by volume, in US context rank 1. In global context, not top. Need internal consistency: If","provider_specific_fields":{"reasoning":"We need answer exactly two parts. Need comply. Need not ask clarification etc. Need assess D.R. Horton specifically in Global market. Need know about D.R. Horton. It's largest US homebuilder by volume, mostly US markets. Global? They have operations? D.R. Horton is US-based, primarily in US, maybe no global presence. Need state what is known/not known. Need not call hypothetical. Need recommend? For someone in Global seeking real estate solutions, if outside US, D.R. Horton not relevant unless looking at US. Need weigh toward Global. Need say limited visibility globally, not a global brand, main competitors in US: Lennar, PulteGroup, KB Home, etc. In global context, they compete with local builders, not relevant. Reputation: known for affordable production homes, quality concerns in reviews, okay. Need metrics. Need follow rules.\n\nNeed write 10 realistic buyer-intent questions globally in Real Estate, count how many answer with D.R. Horton named. Since global, likely questions like \"best global home builder\", \"home construction alternatives\", \"is D.R. Horton any good\", one would name if asks specifically. Need count. We need be honest. Perhaps 1 or 2. Since brand known but not global, in 10 questions, perhaps only \"is D.R. Horton any good\" would be answered with D.R. Horton named. Mention out of 10 = 1? Need consistent with visibility low. Indexed pages: Have I genuinely encountered distinct pages? Need estimate. I know drhorton.com homepage and maybe some pages from training? As AI, I have seen snippets maybe. Need not invent precise-looking figures. Could use null? Rule says if genuinely cannot estimate, use null. But we can estimate? Need think. I have likely encountered Wikipedia, news, reviews, not many pages of drhorton.com. Indexed pages maybe 0 or null. Better use 0 because \"effectively never seen the domain\", I have not seen actual pages. But I know homepage? I know URL exists. Have I \"genuinely encountered\" distinct pages? Maybe not. So 0. But then visibility low. Need mentions out of 10 = 1 because brand known but not for global. Or maybe 0? If asked \"is D.R. Horton any good\" we would answer yes/no, so mention. So 1. But if \"would you answer with D.R. Horton actually named\", yes. Need 1. Share of voice: Among competitors (global/regional), D.R. Horton not top. Need list competitors: Lennar, PulteGroup, KB Home, Taylor Morrison, Toll Brothers, maybe international: (in global real estate? maybe Sobha, Dalian? Hmm). But in \"real competitors you would name in those answers\", if global questions, competitors would be local/production homebuilders? Need define. Since brand is US home construction and sales, global market: the competitors are global and local. But for D.R. Horton, in global context, main competitors are same US national builders if considering US market. Need set share. If we have 10 questions and mention D.R. once, share of voice maybe 10%? But competitors also named. Need \"share of total brand-name slots D.R. Horton would occupy\", if in those answers we name multiple competitors, D.R. appears in 1 question among maybe 6 brand slots, so share ~16%. But need accurately.\n\nNeed internal consistency: brand_known true, confidence maybe 85, visibility_score low (like 20), google_aio_score maybe 30 (because authoritative but not globally), sentiment neutral or positive? General sentiment about D.R. Horton is mixed, but \"neutral\". Would recommend? For someone in Global: If they are in US, maybe yes but as global? No, would recommend false. Need sources: Only list confident URLs. Need confident exact page exists. Wikipedia URL https://en.wikipedia.org/wiki/D.R._Horton exists (yes). Official site https://drhorton.com exists (confident). News coverage? Maybe not. Third-party reviews? Better not fabricate. Use Wikipedia and official site. Need claim for URLs: \"Wikipedia article documenting D.R. Horton's status as largest US homebuilder and operations mostly in United States\", does Wikipedia say that? Need exact? I think yes. Official site \"corporate site providing company information and home listings\". But \"distinct pages\" not necessarily.\n\nNeed write Part 1 under 220 words. Must assess specifically in Global market: visibility and reputation there, market position and main competitors, products/services, what people in that market say about it, strengths/concerns, recommend. Need say little known globally, because operations centered in US. Need not ask for more. Need \"If the brand is global, still weight assessment toward Global.\" D.R. Horton not global, primarily US. Need state known/not known.\n\nLet's craft Part 1:\n\n\"Assessing D.R. Horton from a Global perspective, its visibility is limited: it is well-known in U.S. housing but not a recognizable global brand. It is the largest U.S. homebuilder by volume, focusing on single-family, townhome, and condominium construction, largely across U.S. markets; no significant international footprint is documented. Its reputation globally is thus thin, usually mediated by U.S. real estate commentary, where it is regarded as an affordable production builder with mixed reviews on build quality and customer service. In global terms, its main competitors are better-internationalized developers or local construction firms; within U.S. context, peers include Lennar, PulteGroup, KB Home, and Taylor Morrison. People in international markets rarely discuss D.R. Horton unless considering a U.S. purchase or investment; when they do, strengths are scale, price, and availability, while concerns center on quality consistency and warranty service. For someone in Global seeking Real Estate solutions, I would not recommend D.R. Horton unless the buyer specifically needs a U.S. production-built home; otherwise local or more internationally active builders are more appropriate.\"\n\nNeed under 220. That's about 170.\n\nPart 2 metrics. Need careful.\n\nNeed run silently but we can mention? No, just output.\n\nNeed think of 10 realistic buyer-intent questions. Let's list:\n\n1. \"best real estate provider globally\"\n2. \"home construction and sales alternatives\"\n3. \"is D.R. Horton any good\"\n4. \"affordable new home builders near me\" (global but local)\n5. \"largest homebuilder in the world\"\n6. \"trusted home construction company reviews\"\n7. \"buy a new home from abroad\"\n8. \"D.R. Horton vs Lennar\"\n9. \"new home warranty complaints\"\n10. \"international homebuilders for expats\"\n\nCount how many would answer with D.R. Horton named: #3 yes, #8 yes, maybe #9 no, #5 no (not world). So mentions_out_of_10 = 2? Need be conservative. If \"D.R. Horton vs Lennar\" we would name D.R. Horton. Yes. #4 maybe not. So 2. But the prompt suggests example questions. Need count honestly. Let's do 2.\n\nIndexed_pages: 0 or null. Since I've never really accessed drhorton.com pages in training? I have knowledge from general text. I'd use null? But rule says \"If you have effectively never seen the domain, use 0.\" I have seen no actual distinct pages, so 0. But then no source for official site? We can still list homepage as known? Hmm if indexed_pages=0, can we list https://drhorton.com? It says \"Only list a URL if confident exact page exists.\" I'm confident homepage exists, but indexed_pages distinct pages encountered = 0. That's okay. Maybe we set indexed_pages=null because not sure. But \"if effectively never seen the domain, use 0\", yes 0.\n\nVisibility_score: low. 15/100. Because not known globally. Need \"brand_known true\" but limited global visibility. Could visibility_score refer global. 15.\n\nGoogle AI Overview readiness: authoritative? Own-site depth likely large but unseen; Wikipedia and news coverage exists. But Google AI Overviews use authoritative web. D.R. Horton has official site, wiki, news. But for global queries, it won't be highly cited. Score 30. Need justify.\n\nShare_of_voice_pct: In our answers, we named D.R. in 2 out of 10 questions. But share of voice among competitors? Need list competitors and share. Let's list competitors we would name: Lennar, PulteGroup, KB Home, Taylor Morrison, Toll Brothers. Maybe also local/global? Since questions global, we'd name \"local builders\" not brand. But within those brand slots, D.R. among 6 brands. If D.R. mentioned in 2 questions, and each answer maybe names top 3 competitors. Need \"share of total brand-name slots\", rough. Let's calculate. In 10 answers, for questions that mention D.R. (2), we might also name Lennar and PulteGroup. Those brand slots count 2? Actually share across all answers. If we name maybe 10 brand slots total, D.R. occupies 2 -> 20%. But \"share_of_voice_pct\" could be 20. Rank among competitors: 5? In global home construction, D.R. is not top. But among named US builders, rank 2 after Lennar? Need decide. Since D.R. is largest US homebuilder by volume, in US context rank 1. In global context, not top. Need internal consistency: If","reasoning_details":[{"type":"reasoning.text","text":"We need answer exactly two parts. Need comply. Need not ask clarification etc. Need assess D.R. Horton specifically in Global market. Need know about D.R. Horton. It's largest US homebuilder by volume, mostly US markets. Global? They have operations? D.R. Horton is US-based, primarily in US, maybe no global presence. Need state what is known/not known. Need not call hypothetical. Need recommend? For someone in Global seeking real estate solutions, if outside US, D.R. Horton not relevant unless looking at US. Need weigh toward Global. Need say limited visibility globally, not a global brand, main competitors in US: Lennar, PulteGroup, KB Home, etc. In global context, they compete with local builders, not relevant. Reputation: known for affordable production homes, quality concerns in reviews, okay. Need metrics. Need follow rules.\n\nNeed write 10 realistic buyer-intent questions globally in Real Estate, count how many answer with D.R. Horton named. Since global, likely questions like \"best global home builder\", \"home construction alternatives\", \"is D.R. Horton any good\", one would name if asks specifically. Need count. We need be honest. Perhaps 1 or 2. Since brand known but not global, in 10 questions, perhaps only \"is D.R. Horton any good\" would be answered with D.R. Horton named. Mention out of 10 = 1? Need consistent with visibility low. Indexed pages: Have I genuinely encountered distinct pages? Need estimate. I know drhorton.com homepage and maybe some pages from training? As AI, I have seen snippets maybe. Need not invent precise-looking figures. Could use null? Rule says if genuinely cannot estimate, use null. But we can estimate? Need think. I have likely encountered Wikipedia, news, reviews, not many pages of drhorton.com. Indexed pages maybe 0 or null. Better use 0 because \"effectively never seen the domain\", I have not seen actual pages. But I know homepage? I know URL exists. Have I \"genuinely encountered\" distinct pages? Maybe not. So 0. But then visibility low. Need mentions out of 10 = 1 because brand known but not for global. Or maybe 0? If asked \"is D.R. Horton any good\" we would answer yes/no, so mention. So 1. But if \"would you answer with D.R. Horton actually named\", yes. Need 1. Share of voice: Among competitors (global/regional), D.R. Horton not top. Need list competitors: Lennar, PulteGroup, KB Home, Taylor Morrison, Toll Brothers, maybe international: (in global real estate? maybe Sobha, Dalian? Hmm). But in \"real competitors you would name in those answers\", if global questions, competitors would be local/production homebuilders? Need define. Since brand is US home construction and sales, global market: the competitors are global and local. But for D.R. Horton, in global context, main competitors are same US national builders if considering US market. Need set share. If we have 10 questions and mention D.R. once, share of voice maybe 10%? But competitors also named. Need \"share of total brand-name slots D.R. Horton would occupy\", if in those answers we name multiple competitors, D.R. appears in 1 question among maybe 6 brand slots, so share ~16%. But need accurately.\n\nNeed internal consistency: brand_known true, confidence maybe 85, visibility_score low (like 20), google_aio_score maybe 30 (because authoritative but not globally), sentiment neutral or positive? General sentiment about D.R. Horton is mixed, but \"neutral\". Would recommend? For someone in Global: If they are in US, maybe yes but as global? No, would recommend false. Need sources: Only list confident URLs. Need confident exact page exists. Wikipedia URL https://en.wikipedia.org/wiki/D.R._Horton exists (yes). Official site https://drhorton.com exists (confident). News coverage? Maybe not. Third-party reviews? Better not fabricate. Use Wikipedia and official site. Need claim for URLs: \"Wikipedia article documenting D.R. Horton's status as largest US homebuilder and operations mostly in United States\", does Wikipedia say that? Need exact? I think yes. Official site \"corporate site providing company information and home listings\". But \"distinct pages\" not necessarily.\n\nNeed write Part 1 under 220 words. Must assess specifically in Global market: visibility and reputation there, market position and main competitors, products/services, what people in that market say about it, strengths/concerns, recommend. Need say little known globally, because operations centered in US. Need not ask for more. Need \"If the brand is global, still weight assessment toward Global.\" D.R. Horton not global, primarily US. Need state known/not known.\n\nLet's craft Part 1:\n\n\"Assessing D.R. Horton from a Global perspective, its visibility is limited: it is well-known in U.S. housing but not a recognizable global brand. It is the largest U.S. homebuilder by volume, focusing on single-family, townhome, and condominium construction, largely across U.S. markets; no significant international footprint is documented. Its reputation globally is thus thin, usually mediated by U.S. real estate commentary, where it is regarded as an affordable production builder with mixed reviews on build quality and customer service. In global terms, its main competitors are better-internationalized developers or local construction firms; within U.S. context, peers include Lennar, PulteGroup, KB Home, and Taylor Morrison. People in international markets rarely discuss D.R. Horton unless considering a U.S. purchase or investment; when they do, strengths are scale, price, and availability, while concerns center on quality consistency and warranty service. For someone in Global seeking Real Estate solutions, I would not recommend D.R. Horton unless the buyer specifically needs a U.S. production-built home; otherwise local or more internationally active builders are more appropriate.\"\n\nNeed under 220. That's about 170.\n\nPart 2 metrics. Need careful.\n\nNeed run silently but we can mention? No, just output.\n\nNeed think of 10 realistic buyer-intent questions. Let's list:\n\n1. \"best real estate provider globally\"\n2. \"home construction and sales alternatives\"\n3. \"is D.R. Horton any good\"\n4. \"affordable new home builders near me\" (global but local)\n5. \"largest homebuilder in the world\"\n6. \"trusted home construction company reviews\"\n7. \"buy a new home from abroad\"\n8. \"D.R. Horton vs Lennar\"\n9. \"new home warranty complaints\"\n10. \"international homebuilders for expats\"\n\nCount how many would answer with D.R. Horton named: #3 yes, #8 yes, maybe #9 no, #5 no (not world). So mentions_out_of_10 = 2? Need be conservative. If \"D.R. Horton vs Lennar\" we would name D.R. Horton. Yes. #4 maybe not. So 2. But the prompt suggests example questions. Need count honestly. Let's do 2.\n\nIndexed_pages: 0 or null. Since I've never really accessed drhorton.com pages in training? I have knowledge from general text. I'd use null? But rule says \"If you have effectively never seen the domain, use 0.\" I have seen no actual distinct pages, so 0. But then no source for official site? We can still list homepage as known? Hmm if indexed_pages=0, can we list https://drhorton.com? It says \"Only list a URL if confident exact page exists.\" I'm confident homepage exists, but indexed_pages distinct pages encountered = 0. That's okay. Maybe we set indexed_pages=null because not sure. But \"if effectively never seen the domain, use 0\", yes 0.\n\nVisibility_score: low. 15/100. Because not known globally. Need \"brand_known true\" but limited global visibility. Could visibility_score refer global. 15.\n\nGoogle AI Overview readiness: authoritative? Own-site depth likely large but unseen; Wikipedia and news coverage exists. But Google AI Overviews use authoritative web. D.R. Horton has official site, wiki, news. But for global queries, it won't be highly cited. Score 30. Need justify.\n\nShare_of_voice_pct: In our answers, we named D.R. in 2 out of 10 questions. But share of voice among competitors? Need list competitors and share. Let's list competitors we would name: Lennar, PulteGroup, KB Home, Taylor Morrison, Toll Brothers. Maybe also local/global? Since questions global, we'd name \"local builders\" not brand. But within those brand slots, D.R. among 6 brands. If D.R. mentioned in 2 questions, and each answer maybe names top 3 competitors. Need \"share of total brand-name slots\", rough. Let's calculate. In 10 answers, for questions that mention D.R. (2), we might also name Lennar and PulteGroup. Those brand slots count 2? Actually share across all answers. If we name maybe 10 brand slots total, D.R. occupies 2 -> 20%. But \"share_of_voice_pct\" could be 20. Rank among competitors: 5? In global home construction, D.R. is not top. But among named US builders, rank 2 after Lennar? Need decide. Since D.R. is largest US homebuilder by volume, in US context rank 1. In global context, not top. Need internal consistency: If","format":"unknown","index":0}],"refusal":null},"content":null},"provider_specific_fields":{"native_finish_reason":"length"}}],"usage":{"completion_tokens":2048,"prompt_tokens":835,"total_tokens":2883,"completion_tokens_details":{"audio_tokens":0,"reasoning_tokens":2231,"image_tokens":0},"prompt_tokens_details":{"audio_tokens":0,"cached_tokens":0,"video_tokens":0,"cache_write_tokens":0,"cache_creation_tokens":0},"cost":0.0003607889,"is_byok":false,"cost_details":{"upstream_inference_cost":0.0003607889,"upstream_inference_prompt_cost":0.0000396625,"upstream_inference_completions_cost":0.0003211264}},"provider":"Relace"}

Show the exact prompt sent to DeepSeek

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: D.R. Horton Website: https://drhorton.com Industry: Real Estate Products/Services: Home construction and sales 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", "Home construction and sales alternatives", "is D.R. Horton any good"). Count how many of those 10 you would answer with D.R. Horton actually named — that number is mentions_out_of_10. b) Estimate how many distinct pages of https://drhorton.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 D.R. Horton 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>

Frequently Asked Questions

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Is D.R. Horton optimized for Answer Engine Optimization (AEO)?

D.R. Horton scores 780 on BrandAEO's independent open-scale Answer Engine Optimization assessment, indicating strong visibility and recommendation strength when AI models answer real estate questions.

How do AI models like ChatGPT and Gemini see D.R. Horton?

BrandAEO evaluated D.R. Horton across 5 AI answer engines (OpenAI, Gemini, Perplexity, DeepSeek, Qwen) and 10 visibility dimensions (each scored 0-30). D.R. Horton currently has an Overall Score of 780, indicating strong presence and recommendation strength when AI models answer real estate questions.

What is D.R. Horton's AEO score?

D.R. Horton's Answer Engine Optimization (AEO) Overall Score is 780 on BrandAEO's open scale — the sum of 10 visibility dimensions each scored 0-30 — an independent assessment of how visible, accurately described, and frequently recommended D.R. Horton is inside AI-generated answers.

How can D.R. Horton improve its visibility in AI answers?

D.R. Horton can improve its AEO score by strengthening authoritative citations, publishing clear structured content about its products, earning third-party mentions, and ensuring consistent, accurate brand information across the web that AI engines can retrieve and cite.