# APQC: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 5 judge labels across 1 category by 5 of 14 models. Page: https://www.gane.ai/index/hr/vendors/apqc

## 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% | 34 | 0% | 5 |

## What the models said for it

- "Need fast, standardized data? → APQC" (DeepSeek V4 Flash, Compensation benchmarkin)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 1 | 0 | 1 |
| 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 | 1 | 0 | 0 | 1 |
| 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 APQC, from 11 of the 11 answers that named it (only the models that return a source list).

### Domains cited

- apqc.org: 6 (its own site)
- zipdo.co: 6
- gitnux.org: 5
- thehackettgroup.com: 5
- gartner.com: 4
- revenuebase.ai: 3
- wifitalents.com: 3
- aiforbusinesses.com: 2
- axiobench.com: 2
- dataintelo.com: 2

### Pages cited

- https://apqc.org/: 4
- https://thehackettgroup.com/best-practices-benchmarking-hackett: 4
- https://gitnux.org/service/benchmarking: 3
- https://gitnux.org/service/corporate-benchmarking: 3
- https://revenuebase.ai/companies/browse/industry-benchmark-services: 3
- https://zipdo.co/best/business-benchmarking-software: 3
- https://aiforbusinesses.com/blog/best-kpi-benchmarking-tools-small-business: 2
- https://apqc.org/resources/benchmarking/open-standards-benchmarking: 2

## In its own words

What APQC's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: Helping organizations benchmark performance, identify improvement opportunities, and learn from proven best practices (https://apqc.org/)
- For: more than 1,000 organizational members in 45 industries worldwide (https://apqc.org/)

## What it publishes

Every page apqc.org exposes, read 2026-09-29: 10035 addresses. By kind, pages and the last 90 days:

- blog: 1931 pages, 14 in the last 90 days, latest 2026-09-16
- case study: 50 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 44 pages, 0 in the last 90 days, latest undated
- conference or event: 290 pages, 0 in the last 90 days, latest undated
- report or ebook: 12 pages, 0 in the last 90 days, latest undated
- comparison: 19 pages, 0 in the last 90 days, latest undated
- template or tool: 7 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 49 pages, 0 in the last 90 days, latest undated
- podcast or video: 5 pages, 0 in the last 90 days, latest undated
- news or press: 1492 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-16 blog: How do i develop effective knowledge management strategy https://www.apqc.org/resources/blog/how-do-i-develop-effective-knowledge-management-strategy
- Recent: 2026-09-11 blog: How prevent governance drift global business services https://www.apqc.org/resources/blog/how-prevent-governance-drift-global-business-services
- Recent: 2026-09-09 blog: Workforce and employee efficiency tools https://www.apqc.org/resources/blog/workforce-and-employee-efficiency-tools
- Recent: 2026-08-26 blog: How can organizations better support knowledge workers and enhance workplace https://www.apqc.org/resources/blog/how-can-organizations-better-support-knowledge-workers-and-enhance-workplace
- Recent: 2026-08-25 blog: Why cash flow automation stalls and how finance teams can break through https://www.apqc.org/resources/blog/why-cash-flow-automation-stalls-and-how-finance-teams-can-break-through
- Recent: 2026-08-19 blog: What supply chain forecasting 0 https://www.apqc.org/resources/blog/what-supply-chain-forecasting-0

## 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.