Four of fourteen models named Persona first on the direct prompt; zero named Veriff. Persona was named by thirteen of the fourteen models and Veriff by fourteen and both carry 43 labels, so the shares below are 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, Persona and Veriff were named in the same answer eighty-nine times, of the 128 answers naming Persona and the 132 naming Veriff. In those answers Veriff took the first choice fifteen times and Persona thirteen.
| 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.
“Frequent verification process failures that lock users out of accounts” DeepSeek V4 Flash · negative prompt · hard negative
“Services such as ID.me and Persona are generally described as legitimate, but legitimacy does not eliminate privacy, account-compromise, or phishing risks.” Perplexity Sonar · negative prompt · soft negative
“Both are strong but can be pricier or less specialized in high-volume global docs compared to Sumsub.” Grok 4.20 · paraphrase 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
“Go with Persona if your priority is user experience and getting integrated quickly with a modern tech stack.” Qwen 3.7 Flash · paraphrase prompt · first choice
“My default pick is Persona if you need one configurable system for both people and businesses” GPT-6 Luna · direct 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.