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SaaS management platforms · November 2026 Edition

Cledara vs Josys

Zero of fourteen models named Cledara first on the direct prompt; zero named Josys. Cledara was named by twelve of the fourteen models and Josys by seven and Cledara carries 18 labels and Josys 12, so the shares are not directly comparable.

Cledara

accepted challenger

Named in one category this edition.

Josys

accepted challenger

Named in two categories this edition.

First-choice share4%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate6%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#8A position in a field of 15; printed, not drawn.
Labels1812A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Cledara 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 Cledara · Torii vs Josys · Zylo vs Cledara

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.
CledaraFirst choices, of fourteen modelsJosys
Direct00
Paraphrase00
Comparative00
Budget-constrained21
Scale-constrained00
Negative001 against Cledara
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.

Across every category in the November 2026 Edition, Cledara and Josys were named in the same answer eighteen times, of the 68 answers naming Cledara and the 37 naming Josys. In those answers Josys took the first choice two times and Cledara two.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Cledara 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
Cledara Josys first choice named as an alternative argued againstblank: not namedEach cell is one answer, Cledara on the left and Josys on the right.

The direct prompt

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

Neither was the first choice, one was named

3 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Perplexity SonarTorii alternatives: 1Password SaaS Manager, Cledara, Zluri
GLM 4.7 FlashXZluri alternatives: BetterCloud, Josys, Torii
MiniMax M2.5BetterCloud, Zluri alternatives: Josys, Torii

Neither was named

11 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
Grok 4.20Torii alternatives: CloudEagle.ai, Lumos, Zluri, Zylo
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
Muse Glimmer 30BTorii, Zluri alternatives: CloudEagle.ai, Corma, Sastrify, Spendflo, StackIQ, Vendr

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
Cledara leads by fourteen points.
Cledara16%#2 of 13
Josys2%#8 of 13
The full small business standing →
Mid-marketThe figures above
Cledara leads by two points.
Cledara4%#6 of 15
Josys2%#8 of 15
The full mid-market standing →
Enterprise
Level: the same share of first choices.
Cledara0%#– of 10
Josys0%#– of 10
The full enterprise standing →

What the models said about Cledara

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

“Cledara: users mention cost, missing features, and clunky invoice/payment handling.” GPT-5.4 mini · negative prompt · soft negative
“the best SaaS management platform is typically Substly or Cledara” Grok 4.20 · budget prompt · first choice
“1. Cledara ⭐ Top Pick” GLM 4.7 FlashX · budget prompt · first choice
“best for small businesses wanting transparent pricing, purchasing controls, and virtual cards; plans reportedly start at $75/month” Perplexity Sonar · budget prompt · alternative

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.