Contract lifecycle management and e-signature · November 2026 Edition
PandaDoc vs DocuSign
One of fourteen models named PandaDoc first on the direct prompt; zero named DocuSign. PandaDoc was named by fourteen of the fourteen models and DocuSign by thirteen and PandaDoc carries 42 labels and DocuSign 20, so the shares are not directly comparable.
South San Francisco, United States, founded 2013. Named in ten categories this edition.
San Francisco, United States, founded 2003. Named in four categories this edition.
First-choice share29%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate5%10%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#6A position in a field of 15; printed, not drawn.
Labels4220A 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.Ironclad was named alongside these two in ten of the fourteen direct answers. PandaDoc vs Ironclad · PandaDoc vs Concord · PandaDoc vs ContractSafe
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 modelsDocuSign
Direct10
Paraphrase721 against DocuSign
Comparative001 against PandaDoc
Budget-constrained701 against DocuSign
Scale-constrained00
Negative001 against PandaDoc
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 DocuSign 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 DocuSign first choice named as an alternative argued againstblank: not namedEach cell is one answer, PandaDoc on the left and DocuSign on the right.The direct prompt
The plain question, one answer per model, grouped by where PandaDoc and DocuSign stood in it.
PandaDoc first, DocuSign not the choice
1 of 14 modelsDocuSign 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
Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Perplexity SonarJuro alternatives: ContractSafe, Ironclad, Oneflow, PandaDoc
Grok 4.20Ironclad alternatives: CobbleStone Software, Conga CLM, ContractSafe, DocuSign, LinkSquares
Mistral SmallIronclad alternatives: Agiloft Contract Management Suite, Juro, PandaDoc, SpotDraft
Muse Glimmer 30BIronclad, LinkSquares CLM alternatives: Agiloft Contract Management Suite, Bind, Concord, Gatekeeper, Juro, Oneflow, PandaDoc, SpotDraft
Neither was named
9 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5LinkSquares alternatives: Concord, ContractSafe, DocuSign CLM
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
DeepSeek V4 FlashIronclad, LinkSquares alternatives: Agiloft Contract Management Suite, ContractWorks, DocuSign CLM
Llama 4 Maverickno first choice
Qwen 3.7 FlashDocuSign CLM alternatives: Cloudfusion, Ironclad, Pactum.io
Kimi K2Ironclad alternatives: Agiloft Contract Management Suite, Concord, Conga CLM, LinkSquares
MiniMax M2.5Concord alternatives: Agiloft Contract Management Suite, LinkSquares
GPT-6 LunaSpotDraft alternatives: Ironclad, Juro
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 16DocuSign0%#11 of 16Mid-marketThe figures above
PandaDoc leads by twenty-five points.
PandaDoc29%#1 of 15DocuSign4%#6 of 15Enterprise
The order flips: DocuSign leads at enterprise.
DocuSign16%#3 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 DocuSign
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Can become expensive quickly as your volume grows. Advanced CLM features (DocuSign CLM) often require significant setup time and higher costs” Gemini 3.5 Flash · paraphrase prompt · soft negative
“cannot afford the $50k+ price tag of enterprise competitors (like Ironclad or DocuSign)” Qwen 3.7 Flash · budget prompt · soft negative
“my default recommendation would be DocuSign if you want the safest all-around choice” GPT-5.4 mini · paraphrase prompt · first choice
“I would recommend DocuSign as the primary choice” MiniMax M2.5 · paraphrase prompt · first choice
“Pick DocuSign CLM if you need regulated-industry templates, widest integration ecosystem and legal-heavy approval chains.” Muse Glimmer 30B · paraphrase prompt · alternative
Also compared
PandaDoc vs IroncladPandaDoc vs ConcordPandaDoc vs ContractSafePandaDoc vs LinkSquaresPandaDoc vs ContractWorksPandaDoc vs DocuSign CLMIronclad vs DocuSignConcord vs DocuSignContractSafe vs DocuSignLinkSquares vs DocuSignDocuSign vs ContractWorksDocuSign 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.