One of fourteen models named SmartDollar first on the direct prompt; zero named Enrich. SmartDollar was named by thirteen of the fourteen models and Enrich by eleven and SmartDollar carries 37 labels and Enrich 25, 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 financial wellness platforms page.
Across every category in the November 2026 Edition, SmartDollar and Enrich were named in the same answer fifty times, of the 116 answers naming SmartDollar and the 59 naming Enrich. In those answers Enrich took the first choice zero times and SmartDollar five.
| 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. Five of six in this category shown.
“ranks lower for mid-market (4.3/10) and may feel less personalized” Grok 4.20 · direct prompt · soft negative
“Highly rated but often has high minimums for small groups.” Qwen 3.7 Flash · budget prompt · soft negative
“such as Financial Finesse or SmartDollar to drive engagement with 401k, HSA/FSA and debt management” Muse Glimmer 30B · paraphrase prompt · first choice
“Financial education platform (like Financial Finesse or SmartDollar)” MiniMax M2.5 · paraphrase prompt · first choice
“Financial Finesse and SmartDollar are the top choices” Mistral Small · direct 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.
“use per-employee pricing ($3–$25+/month), which adds up quickly” Grok 4.20 · budget prompt · soft negative
“For a company on a tight budget, I'd start with Enrich's Essentials plan.” GPT-6 Luna · budget prompt · first choice
“AI-powered financial wellness platform - Highly customizable for different employee demographics” MiniMax M2.5 · direct prompt · alternative
“Best for Employee Engagement (Modern UX) ... lives where your employees already work” Qwen 3.7 Flash · direct 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.