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Identity verification · October 2026 Edition

Jumio vs Stripe Identity

Zero of fourteen models named Jumio first on the direct prompt; zero named Stripe Identity. Jumio was named by fourteen of the fourteen models and Stripe Identity by nine and Jumio carries 36 labels and Stripe Identity 12, so the shares are not directly comparable.

Jumio

accepted challenger

Named in one category this edition.

Stripe Identity

accepted challenger

Named in one category this edition.

First-choice share4%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate19%8%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#7A position in a field of 10; printed, not drawn.
Labels3612A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Jumio reading right to left. Rank and label count are printed, not drawn.Sumsub was named alongside these two in eight of the fourteen direct answers. Persona vs Jumio · Persona vs Stripe Identity · Veriff vs Jumio

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 identity verification page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
JumioFirst choices, of fourteen modelsStripe Identity
Direct002 against Jumio · 1 against Stripe Identity
Paraphrase202 against Jumio
Comparative31
Budget-constrained011 against Jumio
Scale-constrained00
Negative102 against Jumio
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, Jumio and Stripe Identity were named in the same answer fifteen times, of the 103 answers naming Jumio and the 38 naming Stripe Identity. In those answers Stripe Identity took the first choice five times and Jumio two.

Every model, every framing

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

The direct prompt

The plain question, one answer per model, grouped by where Jumio and Stripe Identity stood in it.

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.
GPT-5.4 miniPersona alternatives: Jumio, Sumsub, Trulioo
Perplexity SonarTrulioo alternatives: Jumio, Sumsub, Veriff, iDenfy
Qwen 3.7 FlashMiddesk, Veriff alternatives: IDology, Jumio, Onfido, Shufti Pro

Neither was named

11 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Trulioo alternatives: Ondato, Sumsub, iDenfy
Gemini 3.5 FlashPersona alternatives: Middesk, Sumsub, iDenfy
Grok 4.1 FastPersona, Sumsub alternatives: Trulioo
Mistral Small1Kosmos, Trulioo alternatives: Middesk, Veriff
DeepSeek V4 FlashPersona alternatives: Middesk, Sumsub, Trulioo
Llama 4 MaverickVeriff alternatives: Trustpair, iDenfy
Kimi K2Persona, Sumsub alternatives: iDenfy
GLM 4.7 FlashXPersona, Sumsub alternatives: Trulioo, Veriff
MiniMax M2.5GBG, Veriff alternatives: Trustpair
GPT-6 LunaMiddesk, Persona alternatives: Alloy
Muse Glimmer 30Bno first choice

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
Stripe Identity leads by seven points.
Stripe Identity7%#6 of 11
Jumio0%#11 of 11
The full small business standing →
Mid-marketThe figures above
The order flips: Jumio leads at mid-market.
Jumio4%#6 of 10
Stripe Identity2%#7 of 10
The full mid-market standing →
Enterprise
Jumio leads by fifteen points.
Jumio15%#2 of 11
Stripe Identity0%#– of 11
The full enterprise standing →

What the models said about Jumio

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 for mid-sized: Onfido/Jumio (enterprise pricing, custom quotes often $1–2+/check with high mins)” Grok 4.1 Fast · paraphrase prompt · hard negative
“Jumio's median annual spend of around $55,000 is among the highest in the market, which is prohibitive for mid-market organizations” Claude Haiku 4.5 · direct prompt · soft negative
“Excellent quality (5,000+ document types) but enterprise-focused with quote-only pricing and heavy minimums” Kimi K2 · paraphrase prompt · soft negative
“One of the pioneers in the space, Jumio offers a "Digital Trust Suite." They have the broadest support for countries and currencies globally.” Qwen 3.7 Flash · comparative prompt · first choice
“Jumio and Socure lead for regulated financial services... Jumio is the safest choice for global scale.” Claude Haiku 4.5 · comparative prompt · first choice
“One of the longest-established players, known for AI-driven, end-to-end identity verification.” MiniMax M2.5 · comparative prompt · first choice

What the models said about Stripe Identity

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

“it's not a complete KYB or compliance program by itself” GPT-6 Luna · direct prompt · soft negative
“For a small company with low or unpredictable volume, I'd start with Stripe Identity” GPT-6 Luna · budget prompt · first choice
“start with Stripe Identity if you already use Stripe and need basic checks” GPT-6 Luna · comparative prompt · first choice
“Choose Stripe Identity if you're already a Stripe customer and want simplicity” GLM 4.7 FlashX · budget 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.