Zero of fourteen models named CloudZero first on the direct prompt; zero named ServiceNow IT Financial Management. CloudZero was named by eight of the fourteen models and ServiceNow IT Financial Management by thirteen and CloudZero carries 17 labels and ServiceNow IT Financial Management 33, so the shares are not directly comparable.
Named in two categories 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.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
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. Two of two in this category shown.
“Quote‑based pricing (typically higher for larger fleets), but strong for cloud cost visibility.” GLM 4.7 FlashX · budget prompt · soft negative
“Better Alternatives for 2026: ... looking at newer, challenger platforms like CloudZero or Ramp” GLM 4.7 FlashX · negative 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.