Eleven of fourteen models named Freshservice first on the direct prompt; zero named Snipe-IT. Freshservice was named by fourteen of the fourteen models and Snipe-IT by thirteen and Freshservice carries 50 labels and Snipe-IT 40, so the shares are not directly comparable.
Named in nine categories this edition.
Named in three 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 asset management page.
Across every category in the October 2026 Edition, Freshservice and Snipe-IT were named in the same answer sixty-eight times, of the 407 answers naming Freshservice and the 137 naming Snipe-IT. In those answers Snipe-IT took the first choice twenty-six times and Freshservice twelve.
| 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. Two of two in this category shown.
“may not be ideal for organizations requiring deep configuration management or those with very complex IT environments” Mistral Small · negative prompt · soft negative
“Extremely popular for the mid-market. It is fast to set up, highly intuitive, and bundles hardware, software, and ticketing beautifully.” Gemini 3.5 Flash · scale 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.
“beloved for its simplicity, but it lacks built-in discovery agents \u2014 you must manually add assets or build integrations” DeepSeek V4 Flash · negative prompt · soft negative
“Avoid open-source like Snipe-IT unless you're resource-constrained (it's free but requires more setup/maintenance)” Grok 4.1 Fast · paraphrase prompt · soft negative
“may be a poor fit for large enterprises, deep ITSM workflows, advanced automation, asset discovery” Perplexity Sonar · negative prompt · soft negative
“Snipe-IT is the most frequently cited budget choice... If you have technical staff and want $0 ongoing license cost, self-host Snipe-IT.” Muse Glimmer 30B · budget prompt · first choice
“Highly recommended for small IT departments with basic tracking needs. The self-hosted version is completely free” Mistral Small · budget prompt · first choice
“Snipe-IT is widely considered the best free IT Asset Management system on the market.” Qwen 3.7 Flash · budget 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.