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Contract lifecycle management and e-signature · October 2026 Edition

Juro vs Zoho Contracts

Seven of fourteen models named Juro first on the direct prompt; zero named Zoho Contracts. Juro was named by thirteen of the fourteen models and Zoho Contracts by ten and Juro carries 33 labels and Zoho Contracts 12, so the shares are not directly comparable.

Juro

accepted challenger

Named in one category this edition.

Zoho Contracts

accepted challenger

Named in one category this edition.

First-choice share17%8%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate3%8%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#5A position in a field of 15; printed, not drawn.
Labels3312A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Juro reading right to left. Rank and label count are printed, not drawn.Ironclad was named alongside these two in eleven of the fourteen direct answers. PandaDoc vs Juro · PandaDoc vs Zoho Contracts · Concord vs Juro

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 contract lifecycle management and e-signature page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
JuroFirst choices, of fourteen modelsZoho Contracts
Direct70
Paraphrase10
Comparative00
Budget-constrained04
Scale-constrained10
Negative101 against Juro · 1 against Zoho Contracts
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 Juro and Zoho Contracts stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
Juro Zoho Contracts first choice named as an alternative argued againstblank: not namedEach cell is one answer, Juro on the left and Zoho Contracts on the right.

The direct prompt

The plain question, one answer per model, grouped by where Juro and Zoho Contracts stood in it.

Juro first, Zoho Contracts not the choice

7 of 14 modelsZoho Contracts was named in the answer but not as the choice, or not at all.
Perplexity SonarJuro alternatives: Ironclad, Oneflow
DeepSeek V4 FlashJuro alternatives: Concord, DocuSign CLM, LinkSquares, PandaDoc
Llama 4 MaverickJuro alternatives: Conga CLM, Oneflow
Qwen 3.7 FlashJuro alternatives: Ironclad, PandaDoc
GLM 4.7 FlashXJuro alternatives: Concord, PandaDoc
MiniMax M2.5Concord, Ironclad, Juro alternatives: DocuSign CLM, PandaDoc
GPT-6 LunaJuro alternatives: Ironclad, LinkSquares, SpotDraft

Neither was the first choice, one was named

2 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Gemini 3.5 FlashIronclad alternatives: Gatekeeper, Juro, LinkSquares
Grok 4.1 FastIronclad alternatives: Concord, Juro

Neither was named

5 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Concord alternatives: Ironclad, LinkSquares
GPT-5.4 miniIronclad alternatives: Conga CLM, DocuSign CLM
Mistral SmallConcord alternatives: Conga CLM, Ironclad
Kimi K2DocuSign CLM alternatives: Concord, Ironclad, LinkSquares
Muse Glimmer 30BIronclad alternatives: Agiloft, Concord

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
Zoho Contracts leads by four points.
Zoho Contracts7%#3 of 14
Juro4%#5 of 14
The full small business standing →
Mid-marketThe figures above
The order flips: Juro leads at mid-market.
Juro17%#3 of 15
Zoho Contracts8%#5 of 15
The full mid-market standing →
Enterprise
Juro leads by four points.
Juro4%#– of 14
Zoho Contracts0%#– of 14
The full enterprise standing →

What the models said about Juro

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

“Users have reported frustration with "complex filing structures" and issues with "handling attachments."” GLM 4.7 FlashX · negative prompt · soft negative
“the strongest default pick is Juro if you want a modern, easy-to-roll-out CLM with strong mid-market fit” Perplexity Sonar · direct prompt · first choice
“Choose Juro if you want a balance of powerful legal management and high adoption rates from non-legal users” Qwen 3.7 Flash · direct prompt · first choice
“I'd recommend starting with Concord or Juro if ease of use is priority” MiniMax M2.5 · direct prompt · first choice

What the models said about Zoho Contracts

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

“Adoption issues — counterparties reportedly prefer negotiating outside the platform” DeepSeek V4 Flash · negative prompt · soft negative
“Zoho Contracts offers the most affordable entry point at $30 per user per month with native e-signatures included” Claude Haiku 4.5 · budget prompt · first choice
“For a genuinely limited budget, I'd start with Zoho Contracts.” GPT-6 Luna · budget prompt · first choice
“Zoho Contracts — Best Overall Budget Option” MiniMax M2.5 · budget prompt · first choice
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.