# ISG: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/hr/vendors/isg

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Compensation benchmarking data](https://www.gane.ai/index/hr/rewards/compensation-benchmarking-data/index.md) | 0% | 75 | 0% | 2 |

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| 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 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named ISG, from 4 of the 5 answers that named it (only the models that return a source list).

### Domains cited

- gitnux.org: 4
- thehackettgroup.com: 3
- aimultiple.com: 2
- dataintelo.com: 2
- github.com: 2
- isg-one.com: 2 (its own site)
- linkedin.com: 2
- reddit.com: 2
- ventureradar.com: 2
- zipdo.co: 2

### Pages cited

- https://aimultiple.com/: 2
- https://dataintelo.com/report/benchmarking-software-market: 2
- https://github.com/CompanyEnrich/people-search-api-benchmark-public: 2
- https://gitnux.org/service/benchmarking: 2
- https://gitnux.org/service/corporate-benchmarking: 2
- https://isg-one.com/advisory/benchmarking: 2
- https://reddit.com/r/ITManagers/comments/1cqrmlr/what_benchmarking_tools_are_you_using: 2
- https://thehackettgroup.com/best-practices-benchmarking-hackett: 2

## In its own words

What ISG's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: a global AI-centered technology research and IT advisory firm committed to helping clients achieve operational excellence. (https://isg-one.com/)
- For: clients (https://isg-one.com/)

## What it publishes

Every page isg-one.com exposes, read 2026-09-29: 4079 addresses. By kind, pages and the last 90 days:

- blog: 45 pages, 28 in the last 90 days, latest 2026-09-23
- webinar or virtual event: 16 pages, 0 in the last 90 days, latest 2023-03-21
- conference or event: 50 pages, 3 in the last 90 days, latest 2026-10-28
- report or ebook: 2687 pages, 7 in the last 90 days, latest 2026-08-19
- podcast or video: 1 pages, 0 in the last 90 days, latest undated
- news or press: 2 pages, 0 in the last 90 days, latest undated
- Recent: 2026-10-28 conference or event: Events landing https://isg-one.com/events/events-landing
- Recent: 2026-10-28 conference or event: 1 https://isg-one.com/events/events-landing/1
- Recent: 2026-10-28 conference or event: Isg events sponsorship opportunities https://isg-one.com/events/events-landing/isg-events-sponsorship-opportunities/
- Recent: 2026-09-23 blog: What ai informed sourcing contracts can do for healthcare https://isg-one.com/articles/what-ai-informed-sourcing-contracts-can-do-for-healthcare
- Recent: 2026-09-21 blog: Quando un marchio di sneaker diventa un azienda di ai  e deriva strategica https://isg-one.com/articles/quando-un-marchio-di-sneaker-diventa-un-azienda-di-ai--e-deriva-strategica
- Recent: 2026-09-18 blog: Index insider   will local ai models change who owns the risk https://isg-one.com/articles/index-insider---will-local-ai-models-change-who-owns-the-risk

## Record

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