Seven of fourteen models named Torii first on the direct prompt; zero named Josys. Torii was named by fourteen of the fourteen models and Josys by seven and Torii carries 59 labels and Josys 12, so the shares are not directly comparable.
Named in seven categories this edition.
Named in two 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 November 2026 Edition, Torii and Josys were named in the same answer twenty-seven times, of the 200 answers naming Torii and the 37 naming Josys. In those answers Josys took the first choice five times and Torii 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 4.20 | ||||||
| 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 eight in this category shown.
“Avoid platforms with opaque pricing (like Torii) if budget predictability matters to you.” Qwen 3.7 Flash · budget prompt · hard negative
“noted for high costs (estimated $20K–$50K/year) and a significant negative rate” Mistral Small · negative prompt · hard negative
“Avoid enterprise-focused platforms like Zylo, Torii, or Productiv” DeepSeek V4 Flash · budget prompt · hard negative
“Torii is frequently rated as the best fit for the mid-market because its strength lies in operational automation rather than just reporting.” Qwen 3.7 Flash · direct prompt · first choice
“Torii, 1Password SaaS Manager, and CloudEagle.ai were named Leaders in the 2026 Gartner Magic Quadrant for SaaS Management Platforms” Claude Haiku 4.5 · comparative prompt · first choice
“Choose Torii if you need the most comprehensive platform with automation across IT, Finance, Procurement, and Security” Kimi K2 · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“My top pick for most limited budgets: Josys at $3/user/month offers the best balance of features and affordability” MiniMax M2.5 · budget prompt · first choice
“Choose Josys if device management and SaaS lifecycle management need to live in one system.” Perplexity Sonar · comparative prompt · alternative
“best for a small IT team needing SaaS discovery plus employee onboarding/offboarding” Perplexity Sonar · budget prompt · alternative
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.