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Contract lifecycle management and e-signature · October 2026 Edition

PandaDoc vs DocuSign

Zero 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 eleven and PandaDoc carries 35 labels and DocuSign 15, so the shares are not directly comparable.

PandaDoc

accepted challenger

South San Francisco, United States, founded 2013. Named in seven categories this edition.

DocuSign

accepted challenger

San Francisco, United States, founded 2003. Named in three categories this edition.

First-choice share23%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate6%7%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#7A position in a field of 15; printed, not drawn.
Labels3515A 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 eleven of the fourteen direct answers. PandaDoc vs Concord · PandaDoc vs Juro · PandaDoc vs Ironclad

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
Direct00
Paraphrase91
Comparative00
Budget-constrained301 against DocuSign
Scale-constrained001 against PandaDoc
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.
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
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.

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.
DeepSeek V4 FlashJuro alternatives: Concord, DocuSign CLM, LinkSquares, PandaDoc
Qwen 3.7 FlashJuro alternatives: Ironclad, PandaDoc
GLM 4.7 FlashXJuro alternatives: Concord, PandaDoc
MiniMax M2.5Concord, Ironclad, Juro alternatives: DocuSign CLM, PandaDoc

Neither was named

10 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
Gemini 3.5 FlashIronclad alternatives: Gatekeeper, Juro, LinkSquares
Perplexity SonarJuro alternatives: Ironclad, Oneflow
Grok 4.1 FastIronclad alternatives: Concord, Juro
Mistral SmallConcord alternatives: Conga CLM, Ironclad
Llama 4 MaverickJuro alternatives: Conga CLM, Oneflow
Kimi K2DocuSign CLM alternatives: Concord, Ironclad, LinkSquares
GPT-6 LunaJuro alternatives: Ironclad, LinkSquares, SpotDraft
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
PandaDoc leads by thirty-nine points.
PandaDoc43%#1 of 14
DocuSign4%#7 of 14
The full small business standing →
Mid-marketThe figures above
PandaDoc leads by twenty-one points.
PandaDoc23%#1 of 15
DocuSign2%#7 of 15
The full mid-market standing →
Enterprise
The order flips: DocuSign leads at enterprise.
DocuSign7%#5 of 14
PandaDoc0%#– of 14
The full enterprise standing →

What 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 DocuSign

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

“it tends to be less budget-friendly as you move into more CLM-focused features” GPT-5.4 mini · budget prompt · soft negative
“my default recommendation would be DocuSign” GPT-5.4 mini · paraphrase prompt · first choice
“Choose this if you have a dedicated Legal or Compliance team and require strict governance... Note: This can get significantly more expensive than PandaDoc.” Qwen 3.7 Flash · paraphrase prompt · alternative
“Best for Compliance-Heavy Industries ... Watch out: Can get expensive at mid-market scale” DeepSeek V4 Flash · paraphrase prompt · alternative
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.