Five of fourteen models named Sumsub first on the direct prompt; zero named Veriff. Both were named by all fourteen models and Sumsub carries 46 labels and Veriff 43, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category this edition.
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.
Across every category in the November 2026 Edition, Sumsub and Veriff were named in the same answer ninety-four times, of the 144 answers naming Sumsub and the 132 naming Veriff. In those answers Veriff took the first choice fourteen times and Sumsub sixteen.
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“One of the lowest-rated verification platforms - Constant rejection of valid verification documents” DeepSeek V4 Flash · negative prompt · hard negative
“independent testing flagged a fraud trade-off: Sumsub accepted 80% of fake documents in KYC AML Guide testing, the highest rate in the pool” Muse Glimmer 30B · paraphrase prompt · soft negative
“often outperforming pricier options like Jumio, Onfido, or Sumsub in value” Grok 4.20 · budget prompt · soft negative
“Sumsub stands out as a comprehensive solution, offering both robust KYC document verification and advanced selfie verification” Mistral Small · paraphrase prompt · first choice
“Sumsub and ComplyCube are the top choices due to their strong compliance features, scalability, and positive user reviews” Mistral Small · direct prompt · first choice
“I recommend Sumsub as the top choice for a mid-sized B2B company needing robust KYC document and selfie verification.” Grok 4.20 · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Veriff (Trustpilot: ~1.3/5) - Users report the system frequently gets stuck at the selfie step” DeepSeek V4 Flash · negative prompt · hard negative
“Higher price point but reliable for businesses needing more robust verification” Kimi K2 · budget prompt · soft negative
“Data breach exposing 8,583 Total Wireless customers; Vague rejection reasoning” Kimi K2 · negative prompt · soft negative
“Given your size, Persona, 1Kosmos, or Veriff are strong starting points worth evaluating in a pilot.” DeepSeek V4 Flash · scale prompt · first choice
“I'd generally recommend Veriff as the default choice for document + selfie verification” GPT-5.4 mini · paraphrase prompt · first choice
“Choose Veriff for broad international consumer onboarding and fraud prevention.” Perplexity Sonar · comparative prompt · first choice
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.