Eight of fourteen models named Torii first on the direct prompt; one named BetterCloud. Both were named by all fourteen models and Torii carries 56 labels and BetterCloud 42, so the shares are not directly comparable.
Named in five 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 saas management platforms page.
Across every category in the October 2026 Edition, Torii and BetterCloud were named in the same answer ninety-six times, of the 177 answers naming Torii and the 166 naming BetterCloud. In those answers BetterCloud took the first choice ten times and Torii fourteen.
| 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.
“Torii | $20,000–$50,000/year | Heavy automation for mid-market/enterprise” Kimi K2 · budget prompt · hard negative
“What to Avoid on a Budget ... Torii ($20K–$50K/year)” DeepSeek V4 Flash · budget prompt · hard negative
“typically positioned more toward teams that want a broader "open" management platform than the absolute lowest-cost option” GPT-5.4 mini · budget prompt · soft negative
“Torii is the safest, highest-rated choice — it balances discovery, spend, and automation without the complexity of enterprise-tier tools.” DeepSeek V4 Flash · direct prompt · first choice
“If you want a single most-cited name for mid-market B2B in 2025-2026 reviews, it is Torii for rapid IT-led SaaS lifecycle automation” Muse Glimmer 30B · direct prompt · first choice
“Torii is highly recommended for mid-market companies needing strong SaaS discovery, license management, and workflow automation.” Mistral Small · 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 Zylo, Productiv, and BetterCloud.” Gemini 3.5 Flash · negative prompt · hard negative
“list pricing for BetterCloud is higher than market average ... teams with strict data residency requirements or 24/7 support needs should verify those constraints” Muse Glimmer 30B · negative prompt · soft negative
“BetterCloud is a solid enterprise-grade option, but it's not a plug-and-play solution. Be prepared for significant implementation effort” GLM 4.7 FlashX · negative prompt · soft negative
“BetterCloud is widely considered the category leader and positions itself as an end-to-end SaaS management platform.” DeepSeek V4 Flash · 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.