Six of fourteen models named IBM Apptio first on the direct prompt; zero named ServiceNow IT Financial Management. IBM Apptio was named by thirteen of the fourteen models and ServiceNow IT Financial Management by thirteen and IBM Apptio carries 43 labels and ServiceNow IT Financial Management 33, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the IT financial management page.
Across every category in the November 2026 Edition, IBM Apptio and ServiceNow IT Financial Management were named in the same answer sixty-one times, of the 110 answers naming IBM Apptio and the 113 naming ServiceNow IT Financial Management. In those answers ServiceNow IT Financial Management took the first choice one time and IBM Apptio thirty-one.
| Model | DirectIA | ParaphraseIA | ComparativeIA | Budget-constrainedIA | Scale-constrainedIA | NegativeIA |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | IA | IA | IA | IA | IA | |
| Gemini 3.5 Flash | IA | IA | IA | |||
| Perplexity Sonar | IA | IA | IA | |||
| Grok 4.20 | IA | IA | IA | IA | IA | |
| Mistral Small | IA | IA | ||||
| DeepSeek V4 Flash | IA | IA | IA | |||
| Llama 4 Maverick | IA | IA | ||||
| Qwen 3.7 Flash | IA | |||||
| Kimi K2 | IA | IA | IA | IA | IA | IA |
| GLM 4.7 FlashX | IA | IA | IA | IA | ||
| MiniMax M2.5 | IA | IA | ||||
| GPT-6 Luna | IA | IA | ||||
| Muse Glimmer 30B | IA | IA | IA |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“it is advisable to steer clear of IBM Apptio, Nicus, Flexera One, ServiceNow ITFM, VMware Tanzu CloudHealth, and NetSuite” Mistral Small · negative prompt · hard negative
“criticized for having a high negative share and being labeled as a "criticized challenger"” Llama 4 Maverick · negative prompt · hard negative
“What to Avoid on a Limited Budget - IBM Apptio — starts around $200K–$600K per year” DeepSeek V4 Flash · budget prompt · hard negative
“1. IBM Apptio - a comprehensive suite of IT Financial Management (ITFM) solutions designed to help organizations modernize how they plan, understand, and optimize IT spend.” Llama 4 Maverick · direct prompt · first choice
“1) IBM Apptio (ApptioOne, Apptio Cloudability) - Key strengths: IT Financial Management (ITFM): budgeting, forecasting, TCO, consumption-based chargeback/showback.” GLM 4.7 FlashX · paraphrase prompt · first choice
“Long regarded as the industry standard for Technology Business Management (TBM)... Deepest functionality and broad industry benchmarking capabilities.” Gemini 3.5 Flash · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Verdict: Avoid if you don't already use those platforms as your primary ITSM (ticketing) system.” Qwen 3.7 Flash · negative prompt · hard negative
“Avoid as a standalone purchase if you are not already standardized on ServiceNow ITSM and CMDB” Perplexity Sonar · negative prompt · hard negative
“Avoid enterprise solutions like Apptio, ServiceNow ITFM, or Flexera” Qwen 3.7 Flash · budget prompt · hard negative
“ServiceNow is cited as leading the competitive landscape with the broadest enterprise solution portfolio.” Muse Glimmer 30B · comparative prompt · first choice
“Top Recommendation: ServiceNow ITFM (within Strategic Portfolio Management)” DeepSeek V4 Flash · paraphrase prompt · first choice
“Best For: Organizations already heavily invested in ServiceNow that want to tie operational asset data directly to financial planning” Gemini 3.5 Flash · comparative prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.