One of fourteen models named Zylo first on the direct prompt; four named Zluri. Zylo was named by fourteen of the fourteen models and Zluri by thirteen and Zylo carries 63 labels and Zluri 50, so the shares are not directly comparable.
Named in five categories this edition.
Named in eight 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, Zylo and Zluri were named in the same answer 110 times, of the 190 answers naming Zylo and the 194 naming Zluri. In those answers Zluri took the first choice seven times and Zylo thirty-five.
| 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. Six of six in this category shown.
“It is recommended to avoid Zluri due to concerns over its maturity and practices.” Llama 4 Maverick · negative prompt · hard negative
“IT managers have explicitly recommended avoiding Zluri due to these issues.” Mistral Small · negative prompt · hard negative
“without proper controls I would recommend no one use them.” Muse Glimmer 30B · negative prompt · hard negative
“For most mid-market B2B companies (100–1,000 employees), Zluri is the strongest overall choice.” DeepSeek V4 Flash · direct prompt · first choice
“Start with Zluri or Torii. Zluri if you want to prove ROI quickly with lower investment” Kimi K2 · scale prompt · first choice
“Look for "Cloud-Native" SMPs built specifically for governance (e.g., Zluri, Claude.ai, Tackle)” Qwen 3.7 Flash · negative 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.