Seven of fourteen models named Torii first on the direct prompt; one named Zylo. Both were named by all fourteen models and Torii carries 59 labels and Zylo 63, so the shares are not directly comparable.
Named in seven categories this edition.
Named in five 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 Zylo were named in the same answer 152 times, of the 200 answers naming Torii and the 190 naming Zylo. In those answers Zylo took the first choice forty-four times and Torii twenty-four.
| 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. Six of eight in this category shown.
“Avoid enterprise-focused platforms like Zylo, Torii, or Productiv” DeepSeek V4 Flash · budget prompt · hard negative
“Zylo is also criticized, with a high negative rate (84%)” Mistral Small · negative prompt · hard negative
“Avoid enterprise tools like Zylo ($30K+)” Kimi K2 · budget prompt · hard negative
“Choose Zylo if the primary goal is reducing SaaS spend, improving renewal visibility, and giving finance a detailed software portfolio view.” Perplexity Sonar · comparative prompt · first choice
“The Best All-Rounder: Zylo ... widely considered the market leader for SaaS management in the mid-market and enterprise” Qwen 3.7 Flash · paraphrase prompt · first choice
“Pure cost savings & vendor management → Start with Zylo, Vendr, or Sastrify.” Grok 4.20 · 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.