Zero of fourteen models named CloudZero first on the direct prompt; one named MagicOrange. CloudZero was named by eight of the fourteen models and MagicOrange by eleven and CloudZero carries 17 labels and MagicOrange 19, 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. Five of six in this category shown.
“IBM Apptio, Serviceware, or MagicOrange—but these are unlikely to suit a tightly constrained budget.” Perplexity Sonar · budget prompt · soft negative
“typically priced for mid-market/enterprise rather than tight budgets” Muse Glimmer 30B · budget prompt · soft negative
“Best Overall Mid-Market ITFM Platform: MagicOrange” Gemini 3.5 Flash · direct prompt · first choice
“Significantly lower Total Cost of Ownership (TCO) compared to legacy enterprise ITFM tools.” Gemini 3.5 Flash · budget prompt · alternative
“A solid mid-market specialist (often ranked high in InvGate and CIO Pages buyer's guides)” Grok 4.20 · direct 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.