Four of fourteen models named Zluri first on the direct prompt; zero named Josys. Zluri was named by thirteen of the fourteen models and Josys by seven and Zluri carries 50 labels and Josys 12, so the shares are not directly comparable.
Named in eight 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, Zluri and Josys were named in the same answer twenty-seven times, of the 194 answers naming Zluri and the 37 naming Josys. In those answers Josys took the first choice four times and Zluri 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 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
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.