3 categories · RankedIBM Apptio Cloudability
IBM Apptio Cloudability is a cloud cost management product for FinOps · ibm.com ↗
Leads at enterprise. Ranked 97 of 97 for small business buyers.
The standing depends on who is buying. Every model is asked the same questions for each company size.
Vantage is first at 65%.
Vantage is first at 55%. 0 of 14 models made it the first choice when asked directly.
Ranked first. Next is Vantage at 14%.
Why models recommend it
“Recognized as a "Leader" in Gartner's 2024 Magic Quadrant... Best For: Large enterprises focused on strict financial reporting, chargeback, and budget forecasting.”Qwen 3.7 Flash · Comparative question · first choice
“The Industry Standard (All-Rounder): Cloudability ... arguably the most widely adopted solution for mid-market to enterprise organizations.”Qwen 3.7 Flash · Paraphrase question · first choice
“Strong on visibility, allocation, and optimization. Good for multi-cloud and FinOps workflows. Often praised for enterprise-grade reporting.”Grok 4.20 · Scale-constrained question · first choice
“Deep TBM capabilities, integration with ERP systems (SAP, Oracle), and a robust cost model for showback/chargeback.”Mistral Small · Comparative question · first choice
What gives them pause
“criticized for having a high negative share and being labeled as a "criticized challenger"”Llama 4 Maverick · Negative question · warning
“Avoid enterprise solutions like Apptio, ServiceNow ITFM, or Flexera”Qwen 3.7 Flash · Budget-constrained question · warning
“This model is cited as a reason to avoid, especially for enterprise tiers.”Mistral Small · Negative question · warning
“What to Avoid with a Limited Budget”DeepSeek V4 Flash · Budget-constrained question · warning
Also on the shortlist
The products named in the same answers as IBM Apptio Cloudability, over the 241 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 127 | 4 | View → | |
| 121 | 2 | View → | |
| 114 | 14 | Compare → | |
| 107 | 48 | Compare → | |
| 92 | 12 | Compare → | |
| 85 | 9 | View → | |
| 68 | 3 | Compare → | |
| 59 | 1 | Compare → | |
| 54 | 1 | View → | |
| 47 | 1 | View → |
What the models named instead of IBM Apptio Cloudability →
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on IBM Apptio Cloudability's own site, not checked by Gane.
- For
- teams managing cloud services cost across multiple providers
- Customers named
- FactSet, IBM, IBM Software organization, IBM Consulting, IBM CIO organization
- Also from IBM
- IBM AI Fairness 360, IBM API Connect, IBM Aspera, IBM Aspera Managed File Transfer, IBM Business Automation Workflow, IBM Cloud Databases and 100 more
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 204 of the 241 answers that named IBM Apptio Cloudability and are not a share of its labels.
Domains cited
445 of the 482 domain citations in answers naming IBM Apptio Cloudability came from a third party's page. Thirty-seven were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.
Pages cited
Pages are listed as the models cited them.
By model
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 3 | 1 | 5 |
| GPT-5.4 mini | 0 | 4 | 0 | 1 | 5 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 7 | 9 |
| Perplexity Sonar | 1 | 0 | 0 | 2 | 3 |
| Grok 4.20 | 2 | 4 | 1 | 4 | 11 |
| Mistral Small | 1 | 0 | 2 | 1 | 4 |
| DeepSeek V4 Flash | 0 | 2 | 3 | 3 | 8 |
| Llama 4 Maverick | 0 | 0 | 4 | 1 | 5 |
| Qwen 3.7 Flash | 2 | 0 | 0 | 5 | 7 |
| Kimi K2 | 0 | 2 | 4 | 1 | 7 |
| GLM 4.7 FlashX | 0 | 2 | 2 | 0 | 4 |
| MiniMax M2.5 | 0 | 2 | 1 | 1 | 4 |
| GPT-6 Luna | 0 | 1 | 0 | 3 | 4 |
| Muse Glimmer 30B | 0 | 3 | 1 | 0 | 4 |