Three of fourteen models named Nicus ITFM Platform first on the direct prompt; one named MagicOrange. Nicus ITFM Platform was named by eleven of the fourteen models and MagicOrange by ten and Nicus ITFM Platform carries 24 labels and MagicOrange 17, 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 October 2026 Edition, Nicus ITFM Platform and MagicOrange were named in the same answer twenty-four times, of the 62 answers naming Nicus ITFM Platform and the 37 naming MagicOrange. In those answers MagicOrange took the first choice two times and Nicus ITFM Platform two.
| 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.
“MagicOrange is commonly cited as best for technology cost allocation and Nicus as best for IT service cost allocation, but both are enterprise-priced with pricing on request” Muse Glimmer 30B · budget prompt · soft negative
“May improve with version 7.0, but currently has usability frustrations.” Kimi K2 · negative prompt · soft negative
“Tools like Apptio, ServiceNow ITFM, or Nicus often require heavy config” Grok 4.1 Fast · negative prompt · soft negative
“I'd recommend Nicus or Proven Optics as strong Technology Business Management (TBM) software options” Grok 4.1 Fast · paraphrase prompt · first choice
“Recommendation: Start with Nicus if you're mid-market B2B without heavy ServiceNow reliance” Grok 4.1 Fast · direct prompt · first choice
“point to ServiceNow-native ITFM with a managed-service provider such as Nicus/Proven Optics” Muse Glimmer 30B · direct prompt · first choice
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
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.