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SaaS management platforms · November 2026 Edition

Zylo vs Josys

One of fourteen models named Zylo first on the direct prompt; zero named Josys. Zylo was named by fourteen of the fourteen models and Josys by seven and Zylo carries 63 labels and Josys 12, so the shares are not directly comparable.

Zylo

accepted challenger

Named in five categories this edition.

Josys

accepted challenger

Named in two categories this edition.

First-choice share12%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate19%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#8A position in a field of 15; printed, not drawn.
Labels6312A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Zylo 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 Zylo · Torii vs Josys · Zylo vs Zluri

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.
ZyloFirst choices, of fourteen modelsJosys
Direct101 against Zylo
Paraphrase502 against Zylo
Comparative60
Budget-constrained014 against Zylo
Scale-constrained00
Negative005 against Zylo
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 Zylo 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
Zylo Josys first choice named as an alternative argued againstblank: not namedEach cell is one answer, Zylo on the left and Josys on the right.

The direct prompt

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

Zylo first, Josys not the choice

1 of 14 modelsJosys was named in the answer but not as the choice, or not at all.
GPT-5.4 miniZylo alternatives: BetterCloud, Productiv, Torii

Neither was the first choice, one was named

8 of 14 modelsThe answer put something else first and named one of the two as an alternative.
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
Qwen 3.7 FlashTorii alternatives: Vendr, Zluri, Zylo
GLM 4.7 FlashXZluri alternatives: BetterCloud, Josys, Torii
MiniMax M2.5BetterCloud, Zluri alternatives: Josys, Torii
GPT-6 LunaTorii alternatives: Zluri, Zylo

Neither was named

5 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5no first choice
Perplexity SonarTorii alternatives: 1Password SaaS Manager, Cledara, Zluri
Llama 4 Maverickno first choice
Kimi K2Torii alternatives: BetterCloud, Zluri
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
Level: the same share of first choices.
Zylo2%#12 of 13
Josys2%#8 of 13
The full small business standing →
Mid-marketThe figures above
Zylo leads by ten points.
Zylo12%#2 of 15
Josys2%#8 of 15
The full mid-market standing →
Enterprise
Zylo leads by sixty-nine points.
Zylo69%#1 of 10
Josys0%#– of 10
The full enterprise standing →

What the models said about Zylo

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

“Avoid enterprise-focused platforms like Zylo, Torii, or Productiv” DeepSeek V4 Flash · budget prompt · hard negative
“Zylo is also criticized, with a high negative rate (84%)” Mistral Small · negative prompt · hard negative
“Avoid enterprise tools like Zylo ($30K+)” Kimi K2 · budget prompt · hard negative
“Choose Zylo if the primary goal is reducing SaaS spend, improving renewal visibility, and giving finance a detailed software portfolio view.” Perplexity Sonar · comparative prompt · first choice
“The Best All-Rounder: Zylo ... widely considered the market leader for SaaS management in the mid-market and enterprise” Qwen 3.7 Flash · paraphrase prompt · first choice
“Pure cost savings & vendor management → Start with Zylo, Vendr, or Sastrify.” Grok 4.20 · comparative 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.