One of fourteen models named Zylo first on the direct prompt; zero named Cledara. Zylo was named by fourteen of the fourteen models and Cledara by twelve and Zylo carries 63 labels and Cledara 18, so the shares are not directly comparable.
Named in five categories this edition.
Named in one category 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, Zylo and Cledara were named in the same answer thirty-five times, of the 190 answers naming Zylo and the 68 naming Cledara. In those answers Cledara took the first choice eight times and Zylo three.
| 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. Four of five in this category shown.
“Cledara: users mention cost, missing features, and clunky invoice/payment handling.” GPT-5.4 mini · negative prompt · soft negative
“the best SaaS management platform is typically Substly or Cledara” Grok 4.20 · budget prompt · first choice
“1. Cledara ⭐ Top Pick” GLM 4.7 FlashX · budget prompt · first choice
“best for small businesses wanting transparent pricing, purchasing controls, and virtual cards; plans reportedly start at $75/month” 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.