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.
Named in one category 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 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.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 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 |
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 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
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
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.