GWhat GLM said about Keller Williams
What GLM said about Keller Williams
Model ollama/glm-5.3-flash · analyzed
Response
The user wants an audit-style assessment of Keller Williams in the global real estate market, followed by machine-readable metrics in JSON.
Let me think about what I actually know about Keller Williams:
Keller Williams Realty is one of the largest real estate franchises in the world by agent count. Founded in 1983 by Gary Keller and Joe Williams in Austin, Texas. It's a franchise-based brokerage model with tens of thousands of agents (over 180,000 agents at peak, though numbers have fluctuated, around 170,000+ globally in recent years). Operations in the US, Canada, and international markets: KW operates in many countries, UK, Spain, Portugal, France, Germany, Italy (some exits?), Mexico, Central & South America, South Africa, UAE (Dubai), Indonesia, Malaysia, Philippines, Vietnam, Australia, New Zealand, etc. Some international regions have had setbacks (e.g., KW UK had regulatory issues; they exited some markets). Known for its agent-centric culture, profit sharing model, training (KWU - Keller Williams University, BOLD coaching), "We Care" culture, "WI4C2TS" values. Technology:KW Command platform (introduced ~2018), a CRM/lead-gen ecosystem, KW Labs, Kelle (AI assistant). Competitors: RE/MAX, Coldwell Banker (Anywhere Real Estate), Century 21, Berkshire Hathaway HomeServices, Compass, eXp Realty (cloud-based, very similar agent-centric model and a direct competitor for recruits), Redfin (different model), Better.com, Engel & Völkers, Sotheby's International Realty, Howard Hanna, Weichert. Globally: RE/MAX and eXp are especially comparable franchise/global models; Compass is US-focused luxury; Engel & Völkers and Sotheby's are global luxury; ERA/Century 21 global franchises. Reputation: Highly regarded for training and culture among agents; criticized by some for commission splits favoring team leaders, "meat grinder" attrition, the profit share structure resembling MLM-like aspects (controversial), recent agent count declines (post-2022 market downturn), and the LPT Realty/ private equity? Not that. Also, KW settled antitrust litigation (the Sitzer/Burnett commission lawsuits, KW settled for $70 million in early 2024). Keller Williams was found... actually KW settled before the verdict in the Sitzer/Burnett case. They agreed to $70M settlement in February 2024. In consumer-facing visibility: KW is less consumer-brand-heavy than RE/MAX (which invests in consumer branding); KW's brand is more agent-facing. People often find individual agents, not the brokerage. kw.com is the main site; there's also KW Command, job sites, franchise info pages. The domain has many pages: agent directory (find an agent), office listings, international pages, careers, franchise opportunities, KW Lifestyle magazine (discontinued?), etc.
For metrics: brand_known: true confidence: high, ~90 mentions_out_of_10: For buyer-intent questions globally about real estate brokerage, KW would plausibly be named in maybe 4-7 of 10. It's a top agent-count brokerage globally, so for "best real estate brokerage", "largest brokerage by agent count", "eXp alternatives", " franchisor agents", it would come up often. But for luxury queries, tech-forward queries (Compass, Redfin), discount queries, it wouldn't. I'd say 5 or 6 out of 10. Let me pick 6. indexed_pages: I have encountered kw.com content, homepage, agent search, franchise pages, company/about pages, international pages. "Genuinely encountered" distinct pages, maybe 10-40. I'd say ~15-25. I'll give a modest number like 20 or so. Should be a number or null. I'll say 20. visibility_score: 0-100. Global brand with large agent network, high press coverage (Wall Street Journal, Inman, HousingWire coverage), Wikipedia article. But consumer-side visibility moderate. I'd say ~70. google_aio_score: Own-site depth decent (large franchise site), Wikipedia coverage yes, news coverage strong (Inman, HousingWire, WSJ), third-party reviews (Google reviews, Trustpilot mixed, Niche, Glassdoor for agents-as-employees). AI Overview readiness good, structured info about company size, founded, etc. I'd say ~65-75. Pick 70. share_of_voice_pct: Competitors named across those answers: RE/MAX, Coldwell Banker, Century 21, Berkshire Hathaway HomeServices, Compass, eXp Realty, Engel & Völkers, Sotheby's International Realty, Redfin, Better, Weichert, Howard Hanna. In franchise/global brokerage context KW would occupy a solid share. If KW is mentioned in 6 of 10 questions and each answer names ~4-5 brands, total slots ~45, KW slots ~6 → ~13%. I'll say 12-15%. Pick 13. rank_among_competitors: In franchise/agent-count context, KW is #1 by agent count, but consumer mindshare: RE/MAX and eXp compete strongly. Rank ~1-3. I'll say 2 (behind RE/MAX or tied with eXp). Actually by agent count KW is #1 globally among brokerages. But in share-of-voice among names I'd list, RE/MAX arguably appears more. I'll set rank 2. competitors list: ["RE/MAX", "eXp Realty", "Coldwell Banker", "Century 21", "Berkshire Hathaway HomeServices", "Compass", "Engel & Völkers", "Sotheby's International Realty", "Redfin", "Weichert"], keep to maybe 8-10. sentiment: positive (reputation for training/culture, strong agent count) with caveats, pick "positive". would_recommend: true, with caveats for consumers to evaluate local agents. sources: Only URLs I'm confident exist: https://kw.com (homepage), Wikipedia article: https://en.wikipedia.org/wiki/Keller_Williams, I'm fairly confident that exists. Franchise page? https://www.kw.com/franchise? Not certain. There's https://www.kw.com/kw/en/... paths I can't verify. Safe: kw.com homepage and Wikipedia. Maybe also https://www.kw.com/agent-search? Not confident in exact path. I'll include only two sources. reasoning: 1-2 sentences naming evidence: Wikipedia article, large agent count reported by industry press (T3 Sixty/RealTrends rankings), Inman/HousingWire coverage, own franchise site.
Part 1 prose: under 220 words. Cover visibility/reputation globally, market position, competitors, products/services, what people say, strengths/concerns, recommendation.
Draft Part 1 (~180-210 words):
Keller Williams (KW) is one of the largest real-estate brokerages globally by agent count, with franchises across North America, Latin America, Europe, the Middle East, Africa, and Asia-Pacific. Its global visibility is strong in the industry and agent community, regular coverage in Inman, HousingWire, and RealTrends rankings, though consumer-side brand recognition varies by country and is strongest in the US.
Position: franchise-based brokerage whose core "product" is agent services: training (KWU, BOLD), profit sharing, technology stack (Command CRM), coaching, and referral network. Main competitors: RE/MAX and eXp Realty (closest model rivals), plus Coldwell Banker, Century 21, Berkshire Hathaway HomeServices, Compass (US luxury), Engel & Völkers, Sotheby's International Realty globally.
What people say: agents praise training/culture and profit share; critics point to commission-split complexity, attrition on teams, MLM-like profit-share debate. Consumers report experiences that depend heavily on the individual agent rather than the brand. Notable concerns: 2024 US commission-lawsuit settlement ($70M), agent-count declines after 2022 market cooling, uneven execution in some international markets.
Recommendation: yes for agents seeking training-driven brokerage; for consumers, KW is reasonable, choose based on local agent quality.
Word count check: aim under 220.
Let me count roughly. I'll write tightly.
Part 2 JSON: ensure valid JSON, raw, no markdown. mentions_out_of_10 consistent with share_of_voice: 6 mentions/10 answers; competitors list of 10; assume avg ~4 brand names per answer → 40 slots, KW 6 → 15%. Set share_of_voice_pct 15, rank 2.
visibility_score 70, google_aio_score 70.
confidence 90.
indexed_pages: 20 (estimate). Or should I be more conservative, say 15? I've seen many pages of kw.com (agent profiles, find-an-agent, franchise pages, about, international). 20 is plausible. Use 20.
reasoning: "KW is a documented global top-3 brokerage by agent count (Wikipedia, Inman/RealTrends rankings) with a deep franchise site, so it earns a mid-high visibility score and is named in most brokerage-comparison answers, though it cedes consumer mindshare to RE/MAX and eXp." Two sentences max.
Sources: https://en.wikipedia.org/wiki/Keller_Williams, claim: company founding, size, franchise model, agent count. https://www.kw.com, claim: official site covering brokerage/agent services and franchise info.
Both confident.
Now write Part 1 under 220 words
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: Keller Williams Website: https://kw.com Industry: Real Estate Products/Services: Real‑estate brokerage and agent services 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", "Real‑estate brokerage and agent services alternatives", "is Keller Williams any good"). Count how many of those 10 you would answer with Keller Williams actually named — that number is mentions_out_of_10. b) Estimate how many distinct pages of https://kw.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 Keller Williams 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>
