Unit21 vs Feedzai
Three of fourteen models named Unit21 first on the direct prompt; one named Feedzai. Unit21 was named by twelve of the fourteen models and Feedzai by eight and Unit21 carries 22 labels and Feedzai 13, 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 AML and transaction monitoring page.
By framing
Unit21First choices, of fourteen modelsFeedzai
Across every category in the October 2026 Edition, Unit21 and Feedzai were named in the same answer twenty times, of the 63 answers naming Unit21 and the 41 naming Feedzai. In those answers Feedzai took the first choice two times and Unit21 three.
Every model, every framing
| 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 | |
Unit21 Feedzai first choice named as an alternative argued againstblank: not namedEach cell is one answer, Unit21 on the left and Feedzai on the right.The direct prompt
Unit21 first, Feedzai an alternative
3 of 14 modelsFeedzai was named in the answer but not as the choice, or not at all.Feedzai first, Unit21 an alternative
1 of 14 modelsUnit21 was named in the answer but not as the choice, or not at all.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.Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.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
What the models said about Unit21
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Users of platforms like Unit21 have occasionally noted steep learning curves and initial challenges with data mapping and exporting.” Gemini 3.5 Flash · negative prompt · soft negative
“their suitability depends on your business model, transaction volume, and regulatory requirements” Mistral Small · negative prompt · soft negative
“note that it sits at a higher price point (~$160K/year)” Kimi K2 · direct prompt · soft negative
“Choose Unit21 / Hawk AI / Feedzai if you need real-time fraud + AML convergence, AI case management and sub-second decisioning across multiple rails.” Muse Glimmer 30B · direct prompt · first choice
“the strongest default choice is often Unit21” GPT-5.4 mini · direct prompt · first choice
“I'd put Unit21 first on the shortlist” GPT-6 Luna · direct prompt · first choice
What the models said about Feedzai
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“their suitability depends on your business model, transaction volume, and regulatory requirements” Mistral Small · negative prompt · soft negative
“Feedzai: Strong for AI-driven detection and compliance workflows, ideal for mid-market firms needing advanced analytics and robust alert management.” Mistral Small · direct prompt · first choice
“Prioritize Leaders from analyst reports (e.g., those strong in AI-driven false positive reduction like Feedzai, Hawk AI, or Unit21 for fintechs)” Grok 4.1 Fast · negative prompt · first choice
“Feedzai runs fraud and AML on the same platform for banks, licensed fintechs, and payment institutions.” Claude Haiku 4.5 · comparative 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.