# IBM: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 6 judge labels across 5 categories by 5 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/ibm

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [CRM data quality and deduplication](https://www.gane.ai/index/gtm/revops/crm-data-quality-and-deduplication/index.md) | 0% | 87 | 50% | 2 |
| [Customer intelligence and data science](https://www.gane.ai/index/gtm/gtm-data/customer-intelligence-and-data-science/index.md) | 0% | 73 | 0% | 1 |
| [Digital asset management](https://www.gane.ai/index/gtm/marketing/digital-asset-management/index.md) | 0% | 70 | 100% | 1 |
| [Identity resolution](https://www.gane.ai/index/gtm/gtm-data/identity-resolution/index.md) | 0% | 97 | 100% | 1 |
| [Product information management](https://www.gane.ai/index/gtm/revops/product-information-management/index.md) | 0% | 57 | 0% | 1 |

## What the models said for it

- "Best for: Enterprises needing granular user journey analysis." (Mistral Small, Customer intel)

## And against it

- "Traditional enterprise entity resolution platforms (like IBM or Informatica) cost hundreds of thousands of dollars and require dedicated teams." (Gemini 3.5 Flash, Identity)
- "Overly Generic or "All-in-One" Data Quality Platforms (e.g., some IBM, Talend, or broad ETL tools repurposed for CRM)" (Grok 4.20, CRM data quality)
- "Outdated "Legacy" On-Premise Monoliths ... legacy IBM/Oracle content repositories" (Gemini 3.5 Flash, DAM)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 1 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 2 | 2 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named IBM, from 17 of the 20 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 6
- research.isg-one.com: 5
- elogic.co: 3
- gane.ai/index: 3
- inriver.com: 3
- aiflowreview.com: 2
- alium.io: 2
- basedash.com: 2
- blog.hubspot.com: 2
- businesswire.com: 2

### Pages cited

- https://elogic.co/blog/best-pim-software: 3
- https://g2.com/categories/data-quality/f/crm: 3
- https://www.gane.ai/index/gtm/revops/crm-data-quality-and-deduplication/enterprise: 3
- https://research.isg-one.com/market-perspectives/isg-buyers-guide-for-product-information-management-platform-classifies-and-rates-software-providers: 3
- https://aiflowreview.com/ai-business-intelligence-tools: 2
- https://basedash.com/blog/how-to-choose-a-bi-tool-for-a-small-business: 2
- https://coffee.ai/articles/best-salesforce-data-quality-tools: 2
- https://dashboardfox.com/blog/top-reasons-small-businesses-avoid-business-intelligence-software: 2

## In its own words

What IBM's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: For more than a century, IBM has been a global technology innovator, leading advances in AI, automation and hybrid cloud solutions that help businesses grow. (https://ibm.com/)
- For: businesses (https://ibm.com/)
- Free plan or trial: Try for free (https://www.ibm.com/trust)
- Customers named: APIS IT, SecurityScorecard, NORD/LB, Volkswagen Group Services, CrushBank, Riverty, Citadelle, Broadridge

## What it publishes

Every page ibm.com exposes, read 2026-09-29: 12886 addresses. By kind, pages and the last 90 days:

- blog: 69 pages, 3 in the last 90 days, latest 2026-09-23
- case study: 1341 pages, 3 in the last 90 days, latest 2026-08-26
- webinar or virtual event: 15 pages, 3 in the last 90 days, latest 2026-09-11
- conference or event: 192 pages, 3 in the last 90 days, latest 2026-08-25
- report or ebook: 38 pages, 1 in the last 90 days, latest 2026-09-09
- comparison: 9 pages, 0 in the last 90 days, latest 2026-02-19
- template or tool: 14 pages, 9 in the last 90 days, latest 2026-09-10
- glossary or explainer: 97 pages, 28 in the last 90 days, latest 2026-09-08
- podcast or video: 50 pages, 9 in the last 90 days, latest 2026-09-25
- news or press: 882 pages, 4 in the last 90 days, latest 2026-09-28
- Recent: 2026-09-28 news or press: Ai forecasters new opportunity business hire humans too https://www.ibm.com/think/news/ai-forecasters-new-opportunity-business-hire-humans-too
- Recent: 2026-09-25 news or press: Eth zurich robot hand walks on fingers https://www.ibm.com/think/news/eth-zurich-robot-hand-walks-on-fingers
- Recent: 2026-09-25 podcast or video: New frontier ai models https://www.ibm.com/think/podcasts/mixture-of-experts/new-frontier-ai-models
- Recent: 2026-09-23 blog: From ai pilots autonomous ams https://www.ibm.com/think/insights/from-ai-pilots-autonomous-ams
- Recent: 2026-09-23 blog: Shadow ai has reached soc security teams blind spots https://www.ibm.com/think/insights/shadow-ai-has-reached-soc-security-teams-blind-spots
- Recent: 2026-09-23 podcast or video: Ai labs ignoring cybersecurity https://www.ibm.com/think/podcasts/security-intelligence/ai-labs-ignoring-cybersecurity

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.