Zero of fourteen models named Zylo first on the direct prompt; two named Cloudeagle. Zylo was named by fourteen of the fourteen models and Cloudeagle by nine and Zylo carries 51 labels and Cloudeagle 12, so the shares are not directly comparable.
Named in four categories this edition.
Named in four 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 4.1 Fast | ||||||
| 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.
“Platforms to Avoid on a Tight Budget ... Zylo | Starts at ~$30,000/year” Kimi K2 · budget prompt · hard negative
“What to Avoid on a Budget ... Zylo (starting ~$30K/year)” DeepSeek V4 Flash · budget prompt · hard negative
“Avoid Zylo, Productiv, and BetterCloud.” Gemini 3.5 Flash · negative prompt · hard negative
“Zylo is currently the market leader in SaaS management... they remain a top choice for smaller companies because of their "Starter" or free tiers.” Qwen 3.7 Flash · budget prompt · first choice
“I'd generally recommend Zylo if your main goal is SaaS spend visibility, license optimization, and renewal management” GPT-5.4 mini · paraphrase prompt · first choice
“Zylo (Gartner Leader) | Enterprises with high SaaS spend ($500K+) | Spend optimization using $75B+ data benchmarks” Grok 4.1 Fast · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“mention performance concerns for AvePoint and CloudEagle” GPT-5.4 mini · negative prompt · soft negative
“CloudEagle - A procurement-focused SaaS management platform with broad discovery coverage, suitable for mid-market and enterprise teams” Llama 4 Maverick · direct prompt · first choice
“the strongest overall choice is usually CloudEagle” Perplexity Sonar · direct prompt · first choice
“For full SaaS lifecycle management: CloudEagle” Mistral Small · 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.