One of fourteen models named MagicOrange first on the direct prompt; one named CloudZero. MagicOrange was named by ten of the fourteen models and CloudZero by seven and MagicOrange carries 17 labels and CloudZero 12, so the shares are not directly comparable.
Named in one category this edition.
Named in two categories 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 4.1 Fast | ||||||
| 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. Six of seven in this category shown.
“both are enterprise-priced with pricing on request and typically start in the $1k/mo range” Muse Glimmer 30B · budget prompt · soft negative
“More niche; often target specific verticals or larger enterprises.” DeepSeek V4 Flash · paraphrase prompt · soft negative
“solid for B2B but leans enterprise” Grok 4.1 Fast · direct prompt · soft negative
“Best Overall for Agility & Cloud-First B2B: MagicOrange ... is arguably the best overall fit.” Gemini 3.5 Flash · direct prompt · first choice
“MagicOrange is arguably the best option on the market” Gemini 3.5 Flash · paraphrase prompt · first choice
“My provisional recommendation: evaluate MagicOrange first” GPT-6 Luna · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Avoid enterprise tools like IBM Apptio, CloudZero, or Cloudability on a limited budget” DeepSeek V4 Flash · budget prompt · hard negative
“If IT spend is complex (multi-cloud, multiple vendors) and you want dedicated FinOps capabilities: Apptio or CloudZero.” GLM 4.7 FlashX · direct prompt · first choice
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.