Contract lifecycle management and e-signature · November 2026 Edition
PandaDoc vs Ironclad
One of fourteen models named PandaDoc first on the direct prompt; seven named Ironclad. Both were named by all fourteen models and PandaDoc carries 42 labels and Ironclad 54, so the shares are not directly comparable.
South San Francisco, United States, founded 2013. Named in ten categories this edition.
Named in one category this edition.
First-choice share29%18%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate5%26%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#2A position in a field of 15; printed, not drawn.
Labels4254A 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.PandaDoc vs Concord · PandaDoc vs ContractSafe · PandaDoc vs LinkSquares
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
Direct171 against Ironclad
Paraphrase711 against Ironclad
Comparative061 against PandaDoc
Budget-constrained707 against Ironclad
Scale-constrained01
Negative001 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.
PandaDoc first, Ironclad not the choice
1 of 14 modelsIronclad was named in the answer but not as the choice, or not at all.GLM 4.7 FlashXLinkSquares, PandaDoc alternatives: Agiloft Contract Management Suite, Juro
Ironclad first, PandaDoc an alternative
7 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, Juro, LinkSquares, Salesforce Revenue Cloud, SpotDraft
Gemini 3.5 FlashIronclad alternatives: Conga CLM, Juro, Malbek, SpotDraft
Grok 4.20Ironclad alternatives: CobbleStone Software, Conga CLM, ContractSafe, DocuSign, LinkSquares
Mistral SmallIronclad alternatives: Agiloft Contract Management Suite, Juro, PandaDoc, SpotDraft
DeepSeek V4 FlashIronclad, LinkSquares alternatives: Agiloft Contract Management Suite, ContractWorks, DocuSign CLM
Kimi K2Ironclad alternatives: Agiloft Contract Management Suite, Concord, Conga CLM, LinkSquares
Muse Glimmer 30BIronclad, LinkSquares CLM alternatives: Agiloft Contract Management Suite, Bind, Concord, Gatekeeper, Juro, Oneflow, PandaDoc, SpotDraft
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 SonarJuro alternatives: ContractSafe, Ironclad, Oneflow, PandaDoc
Qwen 3.7 FlashDocuSign CLM alternatives: Cloudfusion, Ironclad, Pactum.io
GPT-6 LunaSpotDraft alternatives: Ironclad, Juro
Neither was named
3 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5LinkSquares alternatives: Concord, ContractSafe, DocuSign CLM
Llama 4 Maverickno first choice
MiniMax M2.5Concord alternatives: Agiloft Contract Management Suite, 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
PandaDoc leads by fifty-one points.
PandaDoc51%#1 of 16Ironclad0%#16 of 16Mid-marketThe figures above
PandaDoc leads by twelve points.
PandaDoc29%#1 of 15Ironclad18%#2 of 15Enterprise
The order flips: Ironclad leads at enterprise.
Ironclad19%#2 of 11PandaDoc0%#11 of 11What the models said about PandaDoc
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Avoid as your only CLM if you manage complex supplier, legal, regulatory, or post-signature obligations.” Perplexity Sonar · negative prompt · hard negative
“For most mid-market B2B companies, LinkSquares or PandaDoc will likely provide the best balance of features, value, and ease of implementation.” GLM 4.7 FlashX · 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 enterprise solutions – Platforms like DocuSign CLM, Ironclad, or Icertis start at much higher price points” Kimi K2 · budget prompt · hard negative
“Avoid enterprise-focused products such as Ironclad or DocuSign CLM” Perplexity Sonar · budget prompt · hard negative
“Avoid enterprise platforms like Ironclad, Icertis, or Agiloft” DeepSeek V4 Flash · budget prompt · hard negative
“Recognized as a leader in both enterprise and mid-market segments, Ironclad is praised for its AI-powered contract review, workflow automation, and contract repository.” Mistral Small · comparative prompt · first choice
“Choose Ironclad if you want high cross-functional adoption (Sales, Legal, HR), intuitive workflow design, and smooth browser-native redlining.” Gemini 3.5 Flash · comparative prompt · first choice
“Best Overall: Ironclad ... Start with Ironclad if you want the best balance of modern UX, fast deployment, and proven mid-market fit” Kimi K2 · direct prompt · first choice
Also compared
PandaDoc vs ConcordPandaDoc vs ContractSafePandaDoc vs LinkSquaresPandaDoc vs DocuSignPandaDoc vs ContractWorksPandaDoc vs DocuSign CLMIronclad vs ConcordIronclad vs ContractSafeIronclad vs LinkSquaresIronclad vs DocuSignIronclad vs ContractWorksIronclad vs DocuSign 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.