I

How AI Sees IBM Global Business Services — AI Visibility Report for Professional Services

ibm.com/services · Global · Professional Services

Strong
Overall Score
1182
Star Rating
4 / 5
Rank
#168of 312
Engines
5analyzed
Analyzed
Quick Answer

Is IBM Global Business Services optimized for AEO?

Yes, IBM Global Business Services is strongly optimized for Answer Engine Optimization. Its extensive official content, deep Wikipedia coverage, and frequent mentions in industry reports give it high visibility in AI answer engines. Independent analysis shows a strong AEO standing, with AI models consistently ranking it among top enterprise consulting firms.

Overall AI Visibility Score
1182
4 / 5
Strong

How AI Answer Engines Rate IBM Global Business Services

Ranked #168 of 312 brands analyzed

IBM Global Business Services's AI visibility, measured across 5 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.

AI Panel — Deep AI AnalysisPRO

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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

821from 10 dimensions (max 1,000)+361evidence (max 500)=1182
  • Mentioned in buyer-intent answers77/100
  • Proactively recommended100/100
  • AI visibility (engine-reported)88/100
  • Share of voice vs competitors21/100
  • Sentiment75/100

Evidence = numbers the 4/5 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
100/100
Brand Sentiment
Fair
73/100
Citation Authority
Strong
77/100
Competitive Positioning
Strong
81/100
Market Score
Strong
84/100
Presence Quality
Strong
79/100
Recommendation Rate
Strong
92/100
Share of Voice
Fair
71/100
Topical Coverage
Strong
78/100

AEO Score Over Time

1
IBM Global Business Services AEO Trend

Track how IBM Global Business Services's AI visibility score changes across scans. Each re-scan adds a point.

03006009001200Sep 15

Re-scan to start tracking your AEO trend over time. One data point so far — future scans will chart your progress week over week.

About IBM Global Business Services

What IBM Global Business Services does

IBM Global Business Services (GBS) is the global consulting arm of IBM, delivering enterprise consulting and digital transformation solutions to large organizations. It serves clients across banking, insurance, government, telecom, healthcare, and manufacturing, with headquarters in Armonk, New York, and operations worldwide.

Products and services

IBM GBS offers a comprehensive portfolio including hybrid cloud migration, AI implementation using watsonx, ERP modernization for SAP and Oracle, application management, and business process optimization. It also provides industry-specific consulting, systems integration, and managed services, leveraging IBM's deep technology stack and global delivery network.

What sets it apart

IBM GBS distinguishes itself through deep integration with IBM's proprietary technologies, including Red Hat OpenShift and watsonx AI, enabling unique hybrid cloud and AI capabilities. It holds strong credentials in regulated industries, with a focus on security and compliance. Its global delivery model and vast intellectual property, including the IBM Institute for Business Value, support large-scale, mission-critical transformations.

Market and reach

IBM GBS operates globally, with strong presence in North America, Western Europe, Japan, and rapidly expanding regions like ASEAN, India, Latin America, and the Middle East. It competes with Accenture, Deloitte Consulting, Capgemini, and the Big Four firms, and is recognized as a leader in hybrid cloud and AI consulting.

IBM Global Business Services vs Competitors

5
AAccenture
Analyze

Direct competitor in enterprise consulting and digital transformation, with similar scale and global reach.

DDeloitte Consulting
Analyze

Competes in large-scale transformation projects, especially in strategy, operations, and technology consulting.

CCapgemini

Rival in IT services and digital transformation, particularly in cloud and AI implementations.

MMcKinsey & Company

Competes for high-profile digital strategy work, though with a stronger focus on strategy than implementation.

CCognizant
Analyze

Competes in technology consulting and digital services, often for cost-effective large-scale projects.

How IBM Global Business Services Can Improve

5

Update Brand Messaging to Emphasize IBM Consulting Re‑brand

High

Create a clear communication plan that links the legacy IBM Global Business Services name to the current IBM Consulting brand, ensuring AI models and SEO assets reference both names.

New

Broaden Citation Base Beyond IBM Domains

High

Secure third‑party analyst citations (e.g., Gartner, Forrester, ISG) and reputable news outlets to boost citation authority and diversify source portfolio.

New

Expand Thought‑Leadership Content on Cost‑Efficiency

Medium

Publish case studies and whitepapers that showcase cost‑saving outcomes and flexible delivery models to improve visibility in price‑sensitive queries.

New

Enhance Presence in Emerging Markets

Medium

Develop localized service pages and partner programs for ASEAN, India, Latin America, and the Middle East to improve delivery consistency perception and share of voice.

New

Create Comparative Content Highlighting Agility

Low

Produce side‑by‑side comparison guides that address common agility concerns versus Accenture and boutique firms, emphasizing IBM’s hybrid‑cloud and AI rapid‑deployment frameworks.

New

Sources & References

5

Credible sources supporting the profile and factual claims about IBM Global Business Services.

What AI Engines Said About IBM Global Business Services

5

5 of 5 AI engines returned an answer about IBM Global Business Services 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 IBM Global Business Services

Model ollama/gemma4:31b · analyzed

Response

PART 1, ASSESSMENT IBM Global Business Services is a dominant force in the global professional services market, positioned as a premium provider of enterprise consulting and digital transformation. It maintains high visibility across all major continents, leveraging a reputation for technical rigor and large-scale systems integration. Its primary offerings focus on hybrid cloud migration, AI implementation, and business process optimization.

In the global market, IBM is viewed as a stable, authoritative partner capable of handling the most complex legacy-to-modern transitions. While some clients express concerns regarding cost and the perceived rigidity of a large corporate structure compared to boutique firms, its strengths lie in its vast intellectual property and global delivery model. It competes directly with Accenture, Deloitte, and Capgemini.

I would recommend IBM Global Business Services to any global organization requiring high-compliance, large-scale digital transformation where reliability and deep technical infrastructure are prioritized over agility or low cost.

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: IBM Global Business Services Website: https://ibm.com/services Industry: Professional Services Products/Services: Enterprise consulting and digital transformation 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", "Enterprise consulting and digital transformation alternatives", "is IBM Global Business Services any good"). Count how many of those 10 you would answer with IBM Global Business Services actually named — that number is mentions_out_of_10. b) Estimate how many distinct pages of https://ibm.com/services 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 IBM Global Business Services 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 MiniMax said about IBM Global Business Services

Model ollama/minimax-m3 · analyzed

Response

PART 1, ASSESSMENT

IBM Global Business Services (GBS) is one of the most established enterprise consulting arms globally, operating across mature markets (North America, Western Europe, Japan) and rapidly expanding regions (ASEAN, India, Latin America, Middle East). Its visibility in the Global market is high, anchored by the IBM brand which carries strong enterprise recognition. GBS competes against Accenture, Deloitte Consulting, McKinsey & Company, Bain, Boston Consulting Group, PwC, EY-Parthenon, KPMG, and Capgemini, with the Big Four and Accenture being its closest peers in scale and digital transformation delivery.

The practice is best known for hybrid cloud, AI (watsonx), ERP modernization (SAP, Oracle), application management, and large-scale digital transformation programs. Buyers globally tend to view IBM GBS as reliable for complex, multi-year transformation but occasionally critique delivery consistency and pricing transparency versus more agile boutiques. Strengths include deep technical integration with IBM software/hardware, global delivery footprint, and strong security/regulated-industry credentials. Concerns involve perceived bureaucratic engagement models in smaller markets.

I would recommend IBM GBS to Global enterprises with large-scale, multi-vendor integration needs, especially in banking, insurance, government, and telecom sectors where IBM's heritage and compliance posture are decisive.

PART 2, METRICS

Show the exact prompt sent to MiniMax

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: IBM Global Business Services Website: https://ibm.com/services Industry: Professional Services Products/Services: Enterprise consulting and digital transformation 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", "Enterprise consulting and digital transformation alternatives", "is IBM Global Business Services any good"). Count how many of those 10 you would answer with IBM Global Business Services actually named — that number is mentions_out_of_10. b) Estimate how many distinct pages of https://ibm.com/services 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 IBM Global Business Services 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>

Q

What Qwen said about IBM Global Business Services

Model ollama/qwen3.5:397b · analyzed

Response

PART 1, ASSESSMENT IBM Global Business Services (GBS) maintains a dominant position in the global professional services market, recognized universally as a legacy leader in enterprise consulting and digital transformation. Its visibility is exceptionally high, anchored by decades of brand equity and a massive footprint across Fortune 500 companies. In the global arena, it competes directly with the "Big Four" accounting firms (Deloitte, PwC, EY, KPMG) and major technology consultancies like Accenture and Cognizant. Market perception often highlights IBM GBS's unique strength in integrating deep industry expertise with proprietary technologies, particularly AI (Watson), hybrid cloud (Red Hat), and automation, distinguishing it from pure-play strategy or implementation rivals. While some critics note challenges regarding organizational agility compared to newer boutique firms or the complexity of navigating IBM's vast portfolio, its reputation for handling large-scale, mission-critical modernization projects remains robust. Clients frequently cite its ability to manage complex, multi-year transformations as a primary advantage. Given its comprehensive service offerings, global delivery network, and proven track record in regulated industries, IBM GBS is highly recommended for global enterprises seeking end-to-end digital transformation solutions where scale, security, and technological integration are paramount.

PART 2, METRICS

Show the exact prompt sent to Qwen

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: IBM Global Business Services Website: https://ibm.com/services Industry: Professional Services Products/Services: Enterprise consulting and digital transformation 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", "Enterprise consulting and digital transformation alternatives", "is IBM Global Business Services any good"). Count how many of those 10 you would answer with IBM Global Business Services actually named — that number is mentions_out_of_10. b) Estimate how many distinct pages of https://ibm.com/services 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 IBM Global Business Services 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 IBM Global Business Services

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

Response

PART 1, ASSESSMENT IBM Global Business Services (GBS) is a well-established player in the global professional services market, particularly in enterprise consulting and digital transformation. Its visibility is high among large multinational corporations, governments, and industries like finance, healthcare, and manufacturing, where IBM’s legacy in technology and deep industry expertise are recognized. Reputationally, IBM GBS is seen as a trusted but sometimes conservative choice, valued for its scale, integration with IBM’s broader technology stack (e.g., AI, cloud, and hybrid solutions), and global delivery capabilities, but occasionally perceived as slower to innovate compared to boutique consultancies or agile competitors like Accenture or Deloitte.

Market position is strong in legacy modernization, ERP implementations (e.g., SAP), and AI-driven transformation, though it faces intense competition from Accenture, Deloitte, Capgemini, and McKinsey, which often lead in brand preference for high-profile digital strategy work. Clients praise IBM GBS for its technical depth, particularly in hybrid cloud and AI (leveraging Watson), and its ability to execute large-scale, complex projects. However, concerns include higher costs, a less "disruptive" approach than newer firms, and occasional criticism of siloed service delivery between IBM’s consulting and technology arms.

For global enterprises seeking end-to-end digital transformation with a focus on stability and integration with existing IBM infrastructure, IBM GBS is a credible recommendation. For those prioritizing cutting-edge innovation or cost efficiency, alternatives may be preferable.

---

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: IBM Global Business Services Website: https://ibm.com/services Industry: Professional Services Products/Services: Enterprise consulting and digital transformation 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", "Enterprise consulting and digital transformation alternatives", "is IBM Global Business Services any good"). Count how many of those 10 you would answer with IBM Global Business Services actually named — that number is mentions_out_of_10. b) Estimate how many distinct pages of https://ibm.com/services 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 IBM Global Business Services 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>

G

What GLM said about IBM Global Business Services

Model ollama/glm-5.3-flash · analyzed

Response

The user wants an assessment of IBM Global Business Services in the global market, plus machine-readable metrics.

Let me think about what I actually know about IBM Global Business Services (GBS):

IBM Global Business Services was the consulting arm of IBM, one of the largest enterprise consulting organizations in the world. In 2021, IBM reorganized: IBM Consulting was formed (formerly IBM Global Business Services / IBM Services). IBM Services split into IBM Consulting (GBS) and IBM Technology Support Services. So "IBM Global Business Services" as a brand name is somewhat legacy, it was renamed IBM Consulting in 2021 under the Kyndryl separation (IBM managed infrastructure services became Kyndryl; GBS became IBM Consulting).

Key facts: IBM GBS historically was one of the "Big Four plus one" consulting practices, competing with Accenture, Deloitte Consulting, McKinsey, BCG, Bain, Capgemini Invent, EY, KPMG, PwC, TCS, Infosys, Cognizant, Accenture. IBM GBS was consistently ranked among the largest consulting firms by headcount and revenue (IBM Services overall was ~$19B+). Known strengths: hybrid cloud + AI consulting (Red Hat OpenShift, watsonx), deep systems integration, enterprise-scale delivery, industry expertise, Design Thinking (IBM Enterprise Design Thinking), and proprietary research (IBM Institute for Business Value). Known concerns historically: perception of being tied to IBM products, slower innovation compared to boutique firms, price competitiveness, project delivery issues in the past, difficulty shedding "legacy" reputation compared to Accenture's brand agility. Gartner Magic Quadrant positions: IBM named a Leader in various MQs (e.g., Public Cloud IT Transformation / Managed Services, Data & Analytics service providers, etc.). Everest Group, ISG, Forrester waves, IBM often a Leader in digital transformation, hybrid cloud consulting. Wikipedia has an article on IBM Global Business Services (I believe it exists, "IBM Global Business Services" was a notable division; there's likely a Wikipedia page). I should be careful about citing exact URLs. Wikipedia page: https://en.wikipedia.org/wiki/IBM_Global_Business_Services, I'm fairly confident this exists historically. But after rebrand to IBM Consulting, the page might have been renamed. I should only include sources I'm confident exist. https://ibm.com/services definitely exists as a page (IBM Services landing). Actually the current redirect likely goes to IBM Consulting. I can cite https://www.ibm.com/consulting perhaps. To be safe: https://www.ibm.com/services, the user gave it; it's plausibly a real page (IBM's services landing page exists, historically at ibm.com/services). I'll include that. Wikipedia: I'm reasonably confident https://en.wikipedia.org/wiki/IBM_Global_Business_Services existed; it may now redirect to IBM Consulting. I could include it but the instructions say only list URLs I'm confident exist. I'll include the Wikipedia one with moderate confidence, hmm, risk. I think the safest sources: https://www.ibm.com/services (given by user, and I believe real), https://en.wikipedia.org/wiki/IBM_Consulting (may exist post-rename; uncertain). I'd rather use fewer sources. Maybe include https://www.ibm.com/services and https://en.wikipedia.org/wiki/IBM, definitely exists but doesn't back a specific claim about GBS. I'll include https://en.wikipedia.org/wiki/IBM_Global_Business_Services, I recall this article existed covering the division. Actually, I do recall a Wikipedia article titled "IBM Global Business Services". Yes, I'm fairly confident it existed. Post-2021 rename, it might redirect. I'll include it, noting the claim is about the division's scale/consulting role.

Now Part 1: under 220 words, prose, assessing in the Global market: visibility/reputation, market position, competitors, products/services, what people say, strengths/concerns, recommendation.

I should mention the rebrand to IBM Consulting (2021), that's a real and relevant nuance: the "Global Business Services" name is legacy; the business now operates as IBM Consulting. That's good evidence of domain knowledge and honesty.

Word count discipline: keep it ~180-210 words.

Part 2 metrics:

a) 10 buyer-intent questions: 1. "Best enterprise consulting firms for digital transformation", would name IBM (as IBM Consulting/GBS), yes. 2. "Top professional services providers for hybrid cloud migration", yes, IBM named. 3. "Is IBM Global Business Services any good?", yes, named (it's the subject). 4. "Accenture vs IBM Consulting", yes. 5. "Biggest IT consulting companies in the world", yes. 6. "Best AI consulting partner for enterprise", likely yes. 7. "Deloitte vs McKinsey vs IBM for strategy consulting", yes. 8. "Top SAP implementation partners", possibly; IBM is a major SAP partner, yes probably. 9. "Best management consulting firm for Fortune 500", probably not; MB B firms dominate, maybe not named. 10. "Affordable enterprise digital transformation services", probably not named (IBM not seen as cheap).

Count: I'd name IBM/GBS in maybe 7 of 10. Let me set mentions_out_of_10 = 7. That seems consistent with a top-tier but not universal name.

b) indexed_pages: I have genuinely encountered many pages from ibm.com, the services landing, case studies, IBV reports, blog posts, whitepapers, GBS careers pages. Distinct pages of https://ibm.com/services specifically, I'd estimate maybe 15-30 distinct pages. Give a number like 25. It must be a number or null; give ~20-30. I'll say 25.

c) competitors: Accenture, Deloitte, McKinsey & Company, Capgemini, Tata Consultancy Services (TCS), Infosys, Cognizant, EY, KPMG, PwC, BCG, Bain, HCLTech, Wipro, Kyndryl (spin-off), Atos, Slalom (mid-market). Keep list to the main 10-12.

Share of voice: across 10 questions, brand slots, each question might name 3-4 brands. Total slots maybe 35. IBM occupies 7 → share ~20%. Rank: among consulting names, Accenture and Deloitte rank above; McKinsey for strategy. IBM GBS would rank ~3rd in IT/digital transformation contexts, ~4th overall including strategy firms. I'll set rank_among_competitors = 3.

Consistency: share_of_voice_pct = 20, rank 3. Visibility score: globally, IBM GBS/Consulting is extremely well known, visibility 80-85. Confidence high.

d) google_aio_score: IBM has deep own-site content (ibm.com/consulting, case studies, IBV), heavy Wikipedia coverage (IBM page, IBM Consulting), news (Forbes, WSJ), Gartner/Forrester/Everest/ISG reports, Glassdoor reviews. Highly citable → 85.

sentiment: positive-leaning-neutral. I'd say "positive" with concerns noted. Or "neutral"? Reviews of IBM consulting are mixed (delivery quality vs product-push). Overall industry reputation: strong leader. I'll say positive.

would_recommend: true (for enterprise digital transformation, hybrid cloud, AI, yes).

brand_known: true. confidence: 90.

sources: https://www.ibm.com/services, backs "IBM's global consulting/services offering and brand presence", hmm, today that likely redirects to IBM Consulting; still a real URL historically. I'm reasonably confident ibm.com/services exists as a page. Include. https://en.wikipedia.org/wiki/IBM, definitely exists; backs overall IBM scale/reputation, not specifically GBS. Could phrase claim accordingly. https://en.wikipedia.org/wiki/IBM_Global_Business_Services, I believe this article existed. I'll include with claim about the division's role as consulting arm. Risk it redirects now; but the instruction is about confidence the exact page exists, historically it did; redirects still resolve. I'll include it. Maybe https://www.ibm.com/consulting, current brand page; I'm fairly confident it exists.

Keep 2-3 sources to minimize fabrication risk. I'll do: ibm.com/services, en.wikipedia.org/wiki/IBM_Global_Business_Services, en.wikipedia.org/wiki/IBM.

reasoning: one or two sentences: "IBM GBS (now IBM Consulting) is one of the world's largest consulting practices, routinely named alongside Accenture, Deloitte and McKinsey in Gartner/Forrester/Everest leader quadrants and extensively covered on Wikipedia, trade press and ibm.com's own deep content library; hence high visibility and AIO scores, a ~3rd-place rank and ~20% share of brand slots in professional-services queries, with mentions withheld mainly on strategy-only and price-sensitive questions."

That's two sentences-ish. Good.

Part 1 prose, draft (~200 words):

IBM Global Business Services (GBS), the consulting arm rebranded as IBM Consulting in 2021 after the Kyndryl spin-off, is one of the largest enterprise consulting practices in the global market, historically among the top three by headcount and revenue alongside Accenture and Deloitte. Its reputation is strongest in large-scale systems integration, hybrid cloud and AI-enabled transformation (Red Hat OpenShift, watsonx), SAP and Salesforce implementations, and industry-specific work in banking, insurance, telecom, healthcare and government. It competes with Accenture, Deloitte Consulting, Capgem

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: IBM Global Business Services Website: https://ibm.com/services Industry: Professional Services Products/Services: Enterprise consulting and digital transformation 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", "Enterprise consulting and digital transformation alternatives", "is IBM Global Business Services any good"). Count how many of those 10 you would answer with IBM Global Business Services actually named — that number is mentions_out_of_10. b) Estimate how many distinct pages of https://ibm.com/services 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 IBM Global Business Services 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 IBM Global Business Services optimized for Answer Engine Optimization (AEO)?

Yes, IBM Global Business Services is strongly optimized for Answer Engine Optimization. Its extensive official content, deep Wikipedia coverage, and frequent mentions in industry reports give it high visibility in AI answer engines. Independent analysis shows a strong AEO standing, with AI models consistently ranking it among top enterprise consulting firms.

How do AI models like ChatGPT and Gemini see IBM Global Business Services?

BrandAEO evaluated IBM Global Business Services across 5 AI answer engines (OpenAI, Gemini, Perplexity, DeepSeek, Qwen) and 10 visibility dimensions (each scored 0-30). IBM Global Business Services currently has an Overall Score of 1182, indicating strong presence and recommendation strength when AI models answer professional services questions.

What is IBM Global Business Services's AEO score?

IBM Global Business Services's Answer Engine Optimization (AEO) Overall Score is 1182 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 IBM Global Business Services is inside AI-generated answers.

How can IBM Global Business Services improve its visibility in AI answers?

IBM Global Business Services 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.