GWhat GLM said about McGraw Hill
What GLM said about McGraw Hill
Model ollama/glm-5.3-flash · analyzed
Response
The user wants me to assess McGraw Hill as a brand in the global education market. This is a well-known brand I have genuine knowledge about, so I should provide a real assessment.
McGraw Hill (formerly McGraw-Hill Education) is one of the largest educational publishers in the world. Key facts I know: Founded in 1888 (as McGraw Publishing Company by James H. McGraw), merged with Hill Publishing in 1909 Headquartered in New York City One of the "Big Three" US education publishers: Pearson, McGraw Hill, Houghton Mifflin Harcourt (HMRC) Sold its education business to Apollo Global Management in 2021 (announced), now private Products: textbooks (ALEKS, Connect, McGraw Hill Connect, SIMnet, Glencoe for K-12), adaptive learning platforms like ALEKS and Connect, SmartBook Acquired by Platinum Equity in 2021 (Apollo bought McGraw-Hill Education in 2021... let me be careful. Actually, McGraw-Hill Education was sold by McGraw Hill Financial to Apollo Global Management in 2013 for $2.5 billion. Then in 2021, McGraw-Hill Education merged with Cengage, that merger was blocked/abandoned in 2020 by the DOJ concerns? Actually the Cengage/McGraw-Hill Education merger was called off in May 2020. Then Platinum Equity acquired McGraw Hill in 2021. Let me recall: In 2021, Platinum Equity acquired McGraw Hill for around $4.3 billion. Yes, that's right, Platinum Equity agreed to acquire McGraw Hill from Apollo in 2021. Competitors: Pearson, Cengage, Houghton Mifflin Harcourt, Wiley (for higher ed), Macmillan Learning, Kaplan (test prep), Chegg (digital), Savvas Learning (K-12, formerly Pearson K12), Cambridge University Press, Oxford University Press, Nelson (Canada), Scholastic (K-12), Canvas/Instructure and Blackboard (LMS adjacent), Khan Academy (free), Top Hat (courseware). Wikipedia has a page for McGraw Hill Education, yes, "McGraw Hill" and "McGraw-Hill Education" pages exist. The domain: mheducation.com is indeed the McGraw Hill website. They have many pages: higher education, ALEKS, Connect, professional books, accessibility, etc. Reputation: long-standing, trusted textbooks, criticism about textbook pricing, e-book access codes, digital platforms having occasional issues; ALEKS is well regarded for math; Connect widely used in US colleges. Internationally, McGraw Hill has a presence in India (McGraw Hill India), Asia, etc., but Pearson is arguably stronger internationally in UK/Commonwealth. McGraw Hill is more US-centric but still global.
Buyer-intent questions for education category: "best textbook publishers", "best digital learning platforms for college", "is McGraw Hill any good", "Pearson vs McGraw Hill", "ALEKS alternatives", "adaptive learning software", "cheapest online textbooks/access codes", "K-12 curriculum providers", "higher ed courseware comparison", "McGraw Hill Connect review". How many would I name McGraw Hill in? Probably 6-7 of 10, since it's a top-tier player. I'll say 7.
Indexed pages: I have definitely seen mheducation.com content in training, homepage-level info, product pages (ALEKS, Connect), maybe support pages. Distinct pages genuinely encountered: maybe 10-20? I'd estimate around 12-15. I'll say ~12.
Competitors named: Pearson, Cengage, Wiley, Houghton Mifflin Harcourt, Macmillan Learning, Savvas Learning, Top Hat, Chegg (maybe Khan Academy). Share of voice: across say 10 answers, brand slots... Suppose ~30 brand slots total across 10 questions (3 brands per answer), McGraw Hill in 7 = ~23%. Rank: top 2-3 among publishers; Pearson is #1 in global reach, McGraw Hill #2 in US higher ed. I'll say rank 2.
Visibility score: high, maybe 78-85. Google AI Overview readiness: strong Wikipedia, news coverage (Bloomberg, NYT), its own site is authoritative. Score ~75.
Sentiment: positive leaning neutral, well-regarded with some pricing complaints. I'll say positive (or neutral). For education, it's a trusted brand; I'll go positive.
Would recommend: true.
Sources: Only URLs I'm confident exist: https://www.mheducation.com (homepage), yes, confident. https://en.wikipedia.org/wiki/McGraw_Hill, I believe the Wikipedia article is titled "McGraw Hill Education" ... Actually the current Wikipedia page is "McGraw Hill" (after rebrand). There is "McGraw-Hill Education" as a historical page possibly redirecting. I'm fairly confident https://en.wikipedia.org/wiki/McGraw_Hill exists. Hmm, risk. The rules say only list URL if confident exact page exists. I'm reasonably confident "McGraw Hill" Wikipedia page exists (the company rebranded to "McGraw Hill" in 2022 and Wikipedia updated). There's also "McGraw-Hill Education" which redirects. I'll include the Wikipedia link with moderate confidence, I believe it exists. Alternatively use https://en.wikipedia.org/wiki/McGraw_Hill_Education which likely redirects but the URL pattern may 404? Wikipedia redirects don't 404; they go to the article. Either way works. I'll use https://en.wikipedia.org/wiki/McGraw_Hill. Product page: https://www.mheducation.com/highered/, I'm fairly confident this section exists. Or https://www.mheducation.com/prek-12.html, less sure of exact slug. ALEKS: https://www.aleks.com, definitely exists (ALEKS site). McGraw Hill acquired ALEKS; aleks.com is its own domain. I'm confident aleks.com exists. But sources should back claims about the brand; aleks.com backs the ALEKS platform claim. I'll keep sources minimal: mheducation.com homepage, Wikipedia, maybe /highered section.
PART 1 prose under 220 words. Write a tight assessment.
Let me draft:
"McGraw Hill is one of the most established names in global education publishing. Founded in the late nineteenth century and headquartered in New York, it is a leading producer of textbooks, digital courseware, and adaptive learning tools, with flagship platforms such as ALEKS, Connect, and SmartBook serving higher education, plus Glencoe and Everyday Mathematics in the K-12 space. In the US market it sits alongside Pearson and Houghton Mifflin Harcourt at the top of educational publishing; globally it competes with Pearson (stronger in the UK/Commonwealth), Wiley, Cengage, Macmillan Learning, Savvas, and increasingly free platforms like Khan Academy and open educational resources. Ownership has changed hands, Apollo acquired it from McGraw Hill Financial in 2013, and Platinum Equity bought it in 2021, but brand continuity and product investment remain strong.
Reputation among students and faculty is generally positive: content quality and adaptive tools like ALEKS are praised, while common criticisms center on textbook/access-code pricing and occasional friction with digital platforms. Its web presence is deep and well documented, corporate site, product pages, extensive Wikipedia and press coverage, making it easily citable. Recommendation: yes. For someone globally seeking education solutions, McGraw Hill is a credible top-tier option, particularly for higher-ed courseware and K-12 curricula, though buyers outside North America should also compare Pearson and regional publishers for local-language coverage."
That's around 210 words. Let me count roughly. I'll trim to be safe, target ~190-200 words.
Metrics: brand_known: true confidence: 90 mentions_out_of_10: 7 indexed_pages: 12 visibility_score: 85 google_aio_score: 78 share_of_voice_pct: 22 rank_among_competitors: 2 competitors: ["Pearson", "Cengage", "Wiley", "Houghton Mifflin Harcourt", "Macmillan Learning", "Savvas Learning", "Top Hat", "Khan Academy"] sentiment: positive would_recommend: true sources: homepage, Wikipedia, /highered section reasoning: mention evidence: longstanding Wikipedia/news coverage, flagship platforms ALEKS/Connect, strong US higher-ed position but Pearson leads globally.
Check consistency: known brand, visibility 85, rank 2, share 22%, consistent with top-tier but Pearson ahead. Google AIO 78, authoritative site + Wikipedia + news. Good.McGraw Hill is one of the most established names in global education publishing. Founded in the late nineteenth century and headquartered in New York, it produces textbooks, digital courseware, and adaptive learning tools, with flagship platforms such as ALEKS, Connect, and SmartBook in higher education and Glencoe/Everyday Mathematics in K-12. In the US market it sits alongside Pearson and Houghton Mifflin Harcourt at the top of educational publishing; globally it competes with Pearson (stronger in the UK and Commonwealth), Wiley, Cengage, Macmillan Learning, and Savvas, plus free alternatives like Khan Academy and open educational resources. Ownership has changed hands, Apollo acquired it from McGraw Hill Financial in 2013, and Platinum Equity
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: McGraw Hill Website: https://mheducation.com Industry: Education Products/Services: Educational textbooks and digital learning 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 Education 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 Education category (for example "best Education provider", "Educational textbooks and digital learning alternatives", "is McGraw Hill any good"). Count how many of those 10 you would answer with McGraw Hill actually named — that number is mentions_out_of_10. b) Estimate how many distinct pages of https://mheducation.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 McGraw Hill 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>