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Index › Identity and access › Identity verification › Persona vs Sumsub
Identity verification · October 2026 Edition

Persona vs Sumsub

Seven of fourteen models named Persona first on the direct prompt; three named Sumsub. Both were named by all fourteen models and Persona carries 41 labels and Sumsub 40, so the shares are not directly comparable.

Persona

accepted challenger

Named in one category this edition.

Sumsub

accepted challenger

Named in one category this edition.

First-choice share21%17%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate15%15%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#3A position in a field of 10; printed, not drawn.
Labels4140A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Persona reading right to left. Rank and label count are printed, not drawn.Persona vs Veriff · Persona vs iDenfy · Persona vs Trulioo

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.
PersonaFirst choices, of fourteen modelsSumsub
Direct73
Paraphrase25
Comparative20
Budget-constrained212 against Sumsub
Scale-constrained00
Negative006 against Persona · 4 against Sumsub
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, Persona and Sumsub were named in the same answer eighty-four times, of the 121 answers naming Persona and the 119 naming Sumsub. In those answers Sumsub took the first choice eleven times and Persona sixteen.

Every model, every framing

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

The direct prompt

The plain question, one answer per model, grouped by where Persona and Sumsub stood in it.

Both were the first choice

3 of 14 modelsThe answer named them together, and the judge labeled each a first choice.
Grok 4.1 FastPersona, Sumsub alternatives: Trulioo
Kimi K2Persona, Sumsub alternatives: iDenfy
GLM 4.7 FlashXPersona, Sumsub alternatives: Trulioo, Veriff

Persona first, Sumsub an alternative

4 of 14 modelsSumsub was named in the answer but not as the choice, or not at all.
GPT-5.4 miniPersona alternatives: Jumio, Sumsub, Trulioo
Gemini 3.5 FlashPersona alternatives: Middesk, Sumsub, iDenfy
DeepSeek V4 FlashPersona alternatives: Middesk, Sumsub, Trulioo
GPT-6 LunaMiddesk, Persona alternatives: Alloy

Neither was the first choice, one was named

2 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Claude Haiku 4.5Trulioo alternatives: Ondato, Sumsub, iDenfy
Perplexity SonarTrulioo alternatives: Jumio, Sumsub, Veriff, iDenfy

Neither was named

5 of 14 modelsThe answer made no first choice from these two in this category.
Mistral Small1Kosmos, Trulioo alternatives: Middesk, Veriff
Llama 4 MaverickVeriff alternatives: Trustpair, iDenfy
Qwen 3.7 FlashMiddesk, Veriff alternatives: IDology, Jumio, Onfido, Shufti Pro
MiniMax M2.5GBG, Veriff alternatives: Trustpair
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
Persona leads by five points.
Persona12%#3 of 11
Sumsub7%#5 of 11
The full small business standing →
Mid-marketThe figures above
Persona leads by four points.
Persona21%#1 of 10
Sumsub17%#3 of 10
The full mid-market standing →
Enterprise
The order flips: Sumsub leads at enterprise.
Sumsub17%#1 of 11
Persona13%#3 of 11
The full enterprise standing →

What the models said about Persona

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

“third-party B2B identity verifiers like Persona Identities or Confirm ID ... faced class-action lawsuits under BIPA” Gemini 3.5 Flash · negative prompt · hard negative
“Veriff and Persona – due to consistently poor user ratings, frequent verification failures, and unhelpful support.” GLM 4.7 FlashX · negative prompt · hard negative
“Data Pass-Through: Research found that identity checks can pass personal data through up to 17 different companies” MiniMax M2.5 · negative prompt · hard negative
“Best overall for regulated onboarding: Persona, for configurable identity flows and fraud orchestration across the full lifecycle.” Muse Glimmer 30B · comparative prompt · first choice
“Persona — Best Overall for Customization & Unified Flows ... widely considered the gold standard for mid-market companies” Gemini 3.5 Flash · direct prompt · first choice
“If you want zero upfront costs and the easiest developer integration, go with Persona (Starter Plan).” Gemini 3.5 Flash · budget prompt · first choice

What the models said about Sumsub

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

“Be most cautious about: IDScan.net, IDmerit, and Sumsub due to confirmed major data breaches.” DeepSeek V4 Flash · negative prompt · hard negative
“2024 breach through third-party vendor went undetected for 18 months” MiniMax M2.5 · negative prompt · hard negative
“a July 2024 intrusion through a third-party support ticketing platform went undetected until a January 2026 review” Muse Glimmer 30B · negative prompt · soft negative
“I would recommend Sumsub if you want a balanced, enterprise-ready KYC document + selfie verification tool” Perplexity Sonar · paraphrase prompt · first choice
“Sumsub — Best All-in-One Value ... Start with Sumsub if you need KYB (business verification) + KYC together” Kimi K2 · paraphrase prompt · first choice
“The Best All-in-One Solution (KYC + KYB): Sumsub ... highly recommended for mid-market B2B companies” Gemini 3.5 Flash · paraphrase prompt · first choice
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.