Three of fourteen models named Nicus ITFM Platform first on the direct prompt; two named Flexera One. Nicus ITFM Platform was named by eleven of the fourteen models and Flexera One by twelve and Nicus ITFM Platform carries 24 labels and Flexera One 25, so the shares are not directly comparable.
Named in one category this edition.
Named in four 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.
“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. Four of four in this category shown.
“Avoid if you do not have a dedicated team of 3-5 people for implementation” Qwen 3.7 Flash · negative prompt · hard negative
“Best for hybrid IT at scale; costly for smaller orgs” Kimi K2 · budget prompt · hard negative
“For most mid-market B2B companies, Flexera One offers the best balance of capability, modular pricing, and fit for organizations at this scale” DeepSeek V4 Flash · direct prompt · first choice
“If you need enterprise ITFM: start with IBM Apptio or Flexera.” GPT-5.4 mini · comparative 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.