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Contract lifecycle management and e-signature · October 2026 Edition

Juro vs Ironclad

Seven of fourteen models named Juro first on the direct prompt; five named Ironclad. Juro was named by thirteen of the fourteen models and Ironclad by fourteen and Juro carries 33 labels and Ironclad 59, so the shares are not directly comparable.

Juro

accepted challenger

Named in one category this edition.

Ironclad

accepted challenger

Named in one category this edition.

First-choice share17%15%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate3%20%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#4A position in a field of 15; printed, not drawn.
Labels3359A 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.Concord was named alongside these two in eight of the fourteen direct answers. PandaDoc vs Juro · PandaDoc vs Ironclad · 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 modelsIronclad
Direct75
Paraphrase114 against Ironclad
Comparative06
Budget-constrained003 against Ironclad
Scale-constrained12
Negative111 against Juro · 5 against Ironclad
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 October 2026 Edition, Juro and Ironclad were named in the same answer forty-seven times, of the 64 answers naming Juro and the 144 naming Ironclad. In those answers Ironclad took the first choice five times and Juro ten.

Every model, every framing

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

The direct prompt

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

Both were the first choice

1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.
MiniMax M2.5Concord, Ironclad, Juro alternatives: DocuSign CLM, PandaDoc

Juro first, Ironclad an alternative

6 of 14 modelsIronclad 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
GPT-6 LunaJuro alternatives: Ironclad, LinkSquares, SpotDraft

Ironclad first, Juro an alternative

4 of 14 modelsJuro was named in the answer but not as the choice, or not at all.
GPT-5.4 miniIronclad alternatives: Conga CLM, DocuSign CLM
Gemini 3.5 FlashIronclad alternatives: Gatekeeper, Juro, LinkSquares
Grok 4.20Ironclad alternatives: Concord, Juro
Muse Glimmer 30BIronclad alternatives: Agiloft, Concord

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.
Claude Haiku 4.5Concord alternatives: Ironclad, LinkSquares
Mistral SmallConcord alternatives: Conga CLM, Ironclad
Kimi K2DocuSign CLM alternatives: Concord, Ironclad, LinkSquares

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
Juro leads by two points.
Juro4%#5 of 14
Ironclad2%#10 of 14
The full small business standing →
Mid-marketThe figures above
Juro leads by two points.
Juro17%#3 of 15
Ironclad15%#4 of 15
The full mid-market standing →
Enterprise
The order flips: Ironclad leads at enterprise.
Ironclad18%#2 of 14
Juro4%#– 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 Ironclad

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 vendors like Ironclad, Agiloft, Icertis, and ContractPodAI if budget predictability matters” Kimi K2 · budget prompt · hard negative
“Avoid if you need granular security: Ironclad (current security gaps).” GLM 4.7 FlashX · negative prompt · hard negative
“Enterprise suites with long implementations and premium pricing: platforms like Ironclad, DocuSign CLM, Conga, Icertis, and Sirion can be the wrong fit” Perplexity Sonar · negative prompt · soft negative
“aim for mid-market tools like Ironclad, Conga CLM, LinkSquares, Sirion, Agiloft, or SpotDraft... Ironclad/Conga: Workflow-first, Salesforce-heavy, great for sales/legal speed.” Grok 4.20 · scale prompt · first choice
“Ironclad - AI-powered drafting, workflow automation, strong Salesforce integration. Best for mid-market to enterprise legal/sales teams” Grok 4.20 · comparative prompt · first choice
“Most enterprise buyers shortlist Icertis (for AI/governance), Ironclad (for workflow UX), and Sirion” DeepSeek V4 Flash · comparative 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.