One of fourteen models named Zylo first on the direct prompt; zero named Josys. Zylo was named by fourteen of the fourteen models and Josys by seven and Zylo carries 63 labels and Josys 12, so the shares are not directly comparable.
Named in five 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.
| 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 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
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.