# IBM Apptio / IBM Cloudability: 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/it/vendors/ibm-apptio-ibm-cloudability

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [IT financial management](https://www.gane.ai/index/it/operations/it-financial-management/index.md) | 0% | 121 | 50% | 2 |

## What the models said for it

- "Apptio is the reference TBM suite... choose a standalone TBM suite like IBM Apptio when the priority is an independent, finance-grade cost model" (Muse Glimmer 30B, IT financial mgmt)

## And against it

- "often overkill/too costly... typically heavier, more expensive, and best for larger enterprises" (DeepSeek V4 Flash, IT financial mgmt)

## 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 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 1 | 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 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 1 | 0 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named IBM Apptio / IBM Cloudability, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- apptio.com: 2
- dataintelo.com: 2
- g2.com: 2
- gane.ai/index: 2
- brightfin.com: 1
- capterra.com: 1
- capterra.com.au: 1
- ciopages.com: 1
- cloudaware.com: 1
- cloudzero.com: 1

### Pages cited

- https://apptio.com/: 2
- https://apptio.com/solutions/cfm: 2
- https://dataintelo.com/report/global-it-financial-management-tools-market: 2
- https://g2.com/categories/it-financial-management-itfm: 2
- https://www.gane.ai/index/it/operations/it-financial-management: 2
- http://researchinaction.org/wp-content/uploads/VSM-ITFM-TBM-2024-Global-WWW.pdf: 1
- https://apptio.com/blog/cloudability-2023-innovation-in-review: 1
- https://apptio.com/company/partners/servicenow: 1

## Record

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