Two of fourteen models named Cloudeagle first on the direct prompt; one named BetterCloud. Cloudeagle was named by nine of the fourteen models and BetterCloud by fourteen and Cloudeagle carries 12 labels and BetterCloud 42, so the shares are not directly comparable.
Named in four categories this edition.
Named in three 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Avoid Zylo, Productiv, and BetterCloud.” Gemini 3.5 Flash · negative prompt · hard negative
“list pricing for BetterCloud is higher than market average ... teams with strict data residency requirements or 24/7 support needs should verify those constraints” Muse Glimmer 30B · negative prompt · soft negative
“BetterCloud is a solid enterprise-grade option, but it's not a plug-and-play solution. Be prepared for significant implementation effort” GLM 4.7 FlashX · negative prompt · soft negative
“BetterCloud is widely considered the category leader and positions itself as an end-to-end SaaS management platform.” DeepSeek V4 Flash · 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.