Response
The user wants me to assess Deloitte in the Global market for Professional Services. This is a brand I know well, Deloitte is one of the "Big Four" accounting/professional services firms (Deloitte, PwC, EY, KPMG). Let me write the assessment.
Deloitte:
Global professional services firm, headquartered effectively via Deloitte Touche Tohmatsu Limited (DTTL), a UK private company limited by guarantee; network of member firms.
Services: audit & assurance, consulting, risk advisory, tax & legal, financial advisory.
Largest of the Big Four by revenue (around $64-67 billion in recent fiscal years; FY2023 ~$64.9B, FY2024 ~$67.2B). I should avoid too precise claims; I can say it's the largest by revenue among the Big Four.
Competitors: PwC, EY, KPMG (Big Four); also Accenture, McKinsey, BCG, Bain in consulting; smaller players like Grant Thornton, BDO, RSM, Baker Tilly in mid-market audit/tax; advisory boutiques.
Reputation: strong employer brand (consistently near top of Fortune 100 Best Companies to Work For, Universum rankings for business graduates), strong brand in audit and consulting, big investments in AI (Deloitte AI Institute, generative AI practice), alliances with AWS, Google Cloud, SAP, NVIDIA, Salesforce.
Concerns: audit quality fines (e.g., fines by UK FRC, SEC matters, Adelphia, and more recent: 2023 Cognizant-related SEC fine? Actually SEC charged Deloitte $1 million for violating independence rules due to a Kx Systems/overlay advisory relationship with a client (Cognizant). Also Deloitte UK fined over Serco audit (~£6.5M in 2019 reduced? Actually FRC fined Deloitte £6.5m for Serco audit in 2021? Let me recall: FRC fined Deloitte £6.5 million over Serco audit in 2021). Also 2024-2025 reports on Chinese member firm? There was an SEC fine on Deloitte China for audit failures (~$20M? Actually SEC fined PwC China $7M... hmm; EY China $10M? I shouldn't be too specific). Also a 2025 incident: Deloitte Australia "AI hallucination" refund on a government report (Australian government report had fabricated citations; Deloitte partially refunded). That was September/October 2025 news. I can mention recent scrutiny of AI-generated content in a report to the Australian government. Given my knowledge cutoff, I can mention that.
Litigation: Deloitte faced lawsuits over ad tech (TurboTax?) no. Deloitte sued for failure to detect fraud at CAID? There was a UK case re: asset management (Trevor Gunn)? There are various negligence claims. I'll keep it general: periodic fines and lawsuits over audit quality.
Also Deloitte has ~460,000 employees across 150+ countries.
I should be careful with specifics I'm not sure about; keep the prose confident but avoid fabricating precise figures. It's fine to say "largest of the Big Four by revenue," "roughly 460,000+ professionals," "150+ countries." Those are well known.
PART 1 under 220 words. Let me draft.
PART 2 metrics:
a) 10 buyer-intent questions someone globally would ask when shopping for professional services:
1. "Big Four professional services firms", Deloitte named (yes).
2. "best audit firm for a global company", likely yes, Big Four all named; Deloitte named.
3. "Deloitte vs PwC", yes.
4. "top consulting firms like McKinsey", yes probably (McKinsey, BCG, Bain, Deloitte, Accenture).
5. "is Deloitte any good", yes.
6. "Deloitte alternatives", yes.
7. "largest professional services network by revenue", yes (Deloitte is largest).
8. "best tax advisory firm", probably yes among Big Four; Deloitte Tax is strong.
9. "affordable professional services firm for SMB", likely no; Deloitte is enterprise; would name Grant Thornton/BDO/RSM.
10. "best management consulting firm", often MBB-led; Deloitte sometimes mentioned, maybe yes for "consulting firm" broadly. Hmm, could go either way.
Count: I'd answer with Deloitte named in maybe 7-8 of 10. Given Deloitte's dominance, 8/10 seems reasonable; but for SMB-oriented and "best management consulting" maybe not. I'll say 8.
b) indexed_pages: I have encountered many Deloitte pages: deloitte.com home, /global/en/ pages, insights/dup (Deloitte Insights), careers, industry pages, TMT predictions, Human Capital Trends, etc. Estimate ~ hundreds/thousands genuinely? "Distinct pages genuinely encountered", I'd estimate a large number; a safe figure: maybe 300? The instruction says estimate how many distinct pages I have genuinely encountered. I can't know precisely; a plausible estimate: 200-500. I'll put 250 or so. Or maybe just say ~200. It must not be fabricated-looking but a rough estimate is asked. I'll use 200.
c) Competitors named: PwC, EY, KPMG, Accenture, McKinsey, BCG, Bain, Grant Thornton, BDO, RSM. Share of voice: across those answers, brand-name slots, Deloitte occupies maybe ~15-20%. Rank: 1st or 2nd among Big Four; with consulting, McKinsey might rival. I'd say rank 1 or 2. Given Deloitte is largest by revenue and most mentioned in audit context, rank_among_competitors: 1 or 2. I'll say 2? Hmm. In "professional services" broadly, Deloitte is typically the first named. I'll say 1, with share_of_voice ~18.
d) Google AI Overview readiness: Deloitte's web presence is highly authoritative: massive site, Wikipedia, news coverage, rankings (Fortune, Vault), LinkedIn. Score ~90.
visibility_score: ~92-95. brand_known: true. confidence: 95. sentiment: positive (with minor concerns noted, but overall positive). would_recommend: true. sources: URLs I'm confident exist: https://www.deloitte.com (homepage), https://en.wikipedia.org/wiki/Deloitte, https://www2.deloitte.com/..., careful: deloitte.com is the canonical now. Deloitte Insights: https://www.deloitte.com/global/en/issues/... hmm. Safe ones: https://en.wikipedia.org/wiki/Deloitte and https://www.deloitte.com/global/en.html? I'm fairly confident https://www.deloitte.com/global/en/ exists. The instruction: only list URLs confident exist. Wikipedia Deloitte page definitely exists. Homepage definitely. Maybe https://www.deloitte.com/us/en/careers.html, likely exists but not 100%. Keep to 2-3 sources: homepage, Wikipedia, maybe Fortune Best Companies? URL https://fortune.com/best-companies/, risky exact. Keep two sources: homepage (backs up services/global presence), Wikipedia (backs up Big Four status, scale).
reasoning: one-two sentences naming evidence: Big Four membership, largest network revenue, global brand.
JSON must be raw, no backticks. Emit tags as specified.
Word count for Part 1: under 220 words. Draft:
"Deloitte is one of the most visible and best-known professional services brands in the global market..." etc.
Let me draft Part 1 (~180 words):
Deloitte is arguably the most visible professional services brand in the global market. As the largest member of the Big Four by revenue, it operates through member firms in roughly 150 countries with several hundred thousand professionals, spanning audit & assurance, tax & legal, consulting, risk advisory, and financial advisory.
Market position: top-tier alongside PwC, EY, KPMG; in consulting it competes with Accenture and MBB; mid-market competitors Grant Thornton, BDO, RSM. Its brand regularly tops employer and professional-services brand rankings.
What people say: admired for scale, industry depth, training, career platform; criticized for audit-quality fines by regulators (UK FRC/Serco, SEC independence matters), Big-Four pricing, bureaucracy, and heavy workload; 2025 scrutiny over an Australian government report containing AI-fabricated references (partial refund reported).
Recommendation: Yes for large/complex multinational audit, tax, transformation; for SMBs consider mid-tier alternatives.
That's fine. Count words, should be under 220. Let me write carefully.
Part 2 JSON:
{
"brand_known": true,
"confidence": 96,
"mentions_out_of_10": 8,
"indexed_pages": 200,
"visibility_score": 94,
"google_aio_score": 90,
"share_of_voice_pct": 18,
"rank_among_competitors": 1,
"competitors": ["PwC", "EY", "KPMG", "Accenture", "McKinsey & Company", "Boston Consulting Group", "Bain & Company", "Grant Thornton", "BDO", "RSM International"],
"sentiment": "positive",
"would_recommend": true
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: Deloitte
Website: https://deloitte.com
Industry: Professional Services
Products/Services: Audit, tax, consulting, and advisory
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 Professional Services 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 Professional Services category (for example "best Professional Services provider", "Audit, tax, consulting, and advisory alternatives", "is Deloitte any good"). Count how many of those 10 you would answer with Deloitte actually named — that number is mentions_out_of_10.
b) Estimate how many distinct pages of https://deloitte.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 Deloitte 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>
