Contract lifecycle management and e-signature · October 2026 Edition
PandaDoc vs Ironclad
Zero of fourteen models named PandaDoc first on the direct prompt; five named Ironclad. Both were named by all fourteen models and PandaDoc carries 35 labels and Ironclad 59, so the shares are not directly comparable.
South San Francisco, United States, founded 2013. Named in seven categories this edition.
Named in one category this edition.
First-choice share23%15%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate6%20%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#4A position in a field of 15; printed, not drawn.
Labels3559A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, PandaDoc reading right to left. Rank and label count are printed, not drawn.Juro was named alongside these two in nine of the fourteen direct answers. PandaDoc vs Concord · PandaDoc vs Juro · PandaDoc vs Zoho Contracts
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.
PandaDocFirst choices, of fourteen modelsIronclad
Direct05
Paraphrase914 against Ironclad
Comparative06
Budget-constrained303 against Ironclad
Scale-constrained021 against PandaDoc
Negative011 against PandaDoc · 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.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where PandaDoc and Ironclad stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| 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 | | | | | |
PandaDoc Ironclad first choice named as an alternative argued againstblank: not namedEach cell is one answer, PandaDoc on the left and Ironclad on the right.The direct prompt
The plain question, one answer per model, grouped by where PandaDoc and Ironclad stood in it.
Ironclad first, PandaDoc an alternative
5 of 14 modelsPandaDoc 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
MiniMax M2.5Concord, Ironclad, Juro alternatives: DocuSign CLM, PandaDoc
Muse Glimmer 30BIronclad alternatives: Agiloft, Concord
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.Claude Haiku 4.5Concord alternatives: Ironclad, LinkSquares
Perplexity SonarJuro alternatives: Ironclad, Oneflow
Mistral SmallConcord alternatives: Conga CLM, Ironclad
DeepSeek V4 FlashJuro alternatives: Concord, DocuSign CLM, LinkSquares, PandaDoc
Qwen 3.7 FlashJuro alternatives: Ironclad, PandaDoc
Kimi K2DocuSign CLM alternatives: Concord, Ironclad, LinkSquares
GLM 4.7 FlashXJuro alternatives: Concord, PandaDoc
GPT-6 LunaJuro alternatives: Ironclad, LinkSquares, SpotDraft
Neither was named
1 of 14 modelsThe answer made no first choice from these two in this category.Llama 4 MaverickJuro alternatives: Conga CLM, Oneflow
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
PandaDoc leads by forty-one points.
PandaDoc43%#1 of 14Ironclad2%#10 of 14Mid-marketThe figures above
Enterprise
The order flips: Ironclad leads at enterprise.
Ironclad18%#2 of 14PandaDoc0%#– of 14What the models said about PandaDoc
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“For a mid-sized B2B with a sales-driven motion and wants proposals + signatures in one place with CRM integration: PandaDoc or Oneflow.” Muse Glimmer 30B · paraphrase 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
PandaDoc vs ConcordPandaDoc vs JuroPandaDoc vs Zoho ContractsPandaDoc vs DocuSign CLMPandaDoc vs DocuSignPandaDoc vs Conga CLMConcord vs IroncladJuro vs IroncladIronclad vs Zoho ContractsIronclad vs DocuSign CLMIronclad vs DocuSignIronclad vs Conga CLMAll twenty-eight head-to-head pages and the full CLM standing
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.