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SaaS management platforms · November 2026 Edition

CloudEagle.ai vs Josys

Zero of fourteen models named CloudEagle.ai first on the direct prompt; zero named Josys. CloudEagle.ai was named by thirteen of the fourteen models and Josys by seven and CloudEagle.ai carries 26 labels and Josys 12, so the shares are not directly comparable.

CloudEagle.ai

accepted challenger

Named in four categories this edition.

Josys

accepted challenger

Named in two categories this edition.

First-choice share8%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#8A position in a field of 15; printed, not drawn.
Labels2612A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, CloudEagle.ai reading right to left. Rank and label count are printed, not drawn.Zluri was named alongside these two in eleven of the fourteen direct answers. Torii vs CloudEagle.ai · Torii vs Josys · Zylo vs CloudEagle.ai

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.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
CloudEagle.aiFirst choices, of fourteen modelsJosys
Direct00
Paraphrase40
Comparative00
Budget-constrained01
Scale-constrained00
Negative00
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where CloudEagle.ai and Josys stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
CloudEagle.ai Josys first choice named as an alternative argued againstblank: not namedEach cell is one answer, CloudEagle.ai on the left and Josys on the right.

The direct prompt

The plain question, one answer per model, grouped by where CloudEagle.ai and Josys stood in it.

Neither was the first choice, one was named

4 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Grok 4.20Torii alternatives: CloudEagle.ai, Lumos, Zluri, Zylo
GLM 4.7 FlashXZluri alternatives: BetterCloud, Josys, Torii
MiniMax M2.5BetterCloud, Zluri alternatives: Josys, Torii
Muse Glimmer 30BTorii, Zluri alternatives: CloudEagle.ai, Corma, Sastrify, Spendflo, StackIQ, Vendr

Neither was named

10 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5no first choice
GPT-5.4 miniZylo alternatives: BetterCloud, Productiv, Torii
Gemini 3.5 FlashTorii alternatives: BetterCloud, Spendflo, Vertice, Zluri, Zylo
Perplexity SonarTorii alternatives: 1Password SaaS Manager, Cledara, Zluri
Mistral SmallBetterCloud alternatives: Productiv, Zluri, Zylo
DeepSeek V4 FlashZluri alternatives: BetterCloud, Corma, Torii, Zylo
Llama 4 Maverickno first choice
Qwen 3.7 FlashTorii alternatives: Vendr, Zluri, Zylo
Kimi K2Torii alternatives: BetterCloud, Zluri
GPT-6 LunaTorii alternatives: Zluri, Zylo

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.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Level: the same share of first choices.
CloudEagle.ai2%#9 of 13
Josys2%#8 of 13
The full small business standing →
Mid-marketThe figures above
CloudEagle.ai leads by six points.
CloudEagle.ai8%#4 of 15
Josys2%#8 of 15
The full mid-market standing →
Enterprise
CloudEagle.ai leads by six points.
CloudEagle.ai6%#4 of 10
Josys0%#– of 10
The full enterprise standing →

What the models said about CloudEagle.ai

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.

“CloudEagle.ai and Zylo are top recommendations due to their comprehensive features, AI license coverage, and strong mid-market focus” Mistral Small · paraphrase prompt · first choice
“the strongest default recommendation is CloudEagle.ai” Perplexity Sonar · paraphrase prompt · first choice
“CloudEagle.ai is the current mid-market leader.” Muse Glimmer 30B · paraphrase prompt · first choice

What the models said about Josys

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
Also compared

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.