Eleven of fourteen models named Freshservice first on the direct prompt; one named Lansweeper. Both were named by all fourteen models and Freshservice carries 50 labels and Lansweeper 45, 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 Lansweeper were named in the same answer fifty times, of the 407 answers naming Freshservice and the 126 naming Lansweeper. In those answers Lansweeper took the first choice six times and Freshservice ten.
| 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.
“Platforms to Avoid Due to Performance/Stability Issues... it becomes "bloated."” Qwen 3.7 Flash · negative prompt · hard negative
“Who should avoid/be cautious: Small-to-midsize businesses with tight, predictable budgets who do not want to be locked into multi-year, rising-cost contracts.” Gemini 3.5 Flash · negative prompt · soft negative
“user sentiment can be mixed in some review channels, so I'd caution buyers to test reporting depth, support responsiveness, and total cost before committing” GPT-5.4 mini · negative prompt · soft negative
“Most recommended: For the majority of mid-sized B2B companies, Lansweeper offers the best balance of automated discovery, software license management, cost-effectiveness, and scalability” DeepSeek V4 Flash · paraphrase prompt · first choice
“I'd usually recommend Lansweeper if your main goal is accurate hardware + software inventory/discovery” GPT-5.4 mini · paraphrase prompt · first choice
“The Best All-Rounder for Deep Discovery: Lansweeper ... Lansweeper is the industry standard.” Gemini 3.5 Flash · 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.