One of fourteen models named SmartDollar first on the direct prompt; one named Your Money Line. SmartDollar was named by eight of the fourteen models and Your Money Line by ten and SmartDollar carries 17 labels and Your Money Line 16, 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 October 2026 Edition, SmartDollar and Your Money Line were named in the same answer fourteen times, of the 61 answers naming SmartDollar and the 36 naming Your Money Line. In those answers Your Money Line took the first choice three times and SmartDollar one.
| 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. Four of five in this category shown.
“pricing is typically custom and may be harder to keep within a small budget” GPT-5.4 mini · budget prompt · soft negative
“SmartDollar for a traditional financial wellness program, or DailyPay if employee cash-flow relief is the top priority.” GPT-5.4 mini · direct prompt · first choice
“If you want employees to build habits and reduce debt, look at SmartDollar or HelloWallet.” GPT-5.4 mini · comparative prompt · alternative
“More education-and-habits oriented, often used for money management and debt payoff support.” Perplexity Sonar · comparative prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“More coaching-heavy, likely higher cost: Your Money Line or LearnLux” Perplexity Sonar · budget prompt · soft negative
“I'd recommend starting with BrightPlan or Your Money Line as your top candidates” DeepSeek V4 Flash · direct prompt · first choice
“Start with Financial Finesse or Your Money Line” GPT-6 Luna · comparative prompt · first choice
“Your Money Line is described as affordable, unbiased, and empathetic financial coaching.” Claude Haiku 4.5 · 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.