LearnLux vs SmartDollar
Six of fourteen models named LearnLux first on the direct prompt; one named SmartDollar. LearnLux was named by thirteen of the fourteen models and SmartDollar by eight and LearnLux carries 31 labels and SmartDollar 17, 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.
By framing
LearnLuxFirst choices, of fourteen modelsSmartDollar
Across every category in the October 2026 Edition, LearnLux and SmartDollar were named in the same answer thirty-eight times, of the 103 answers naming LearnLux and the 61 naming SmartDollar. In those answers SmartDollar took the first choice three times and LearnLux five.
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 | | |
LearnLux SmartDollar first choice named as an alternative argued againstblank: not namedEach cell is one answer, LearnLux on the left and SmartDollar on the right.The direct prompt
LearnLux first, SmartDollar an alternative
6 of 14 modelsSmartDollar was named in the answer but not as the choice, or not at all.SmartDollar first, LearnLux not the choice
1 of 14 modelsLearnLux was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 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
LearnLux8%#3 of 9SmartDollar8%#4 of 9LearnLux24%#1 of 9SmartDollar2%#5 of 9LearnLux23%#1 of 9SmartDollar6%#6 of 9What the models said about LearnLux
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
“LearnLux is specifically designed as a B2B financial wellbeing platform for employers... could be valuable for mid-market companies looking for personalized support.” MiniMax M2.5 · direct prompt · first choice
“LearnLux: A B2B financial wellbeing platform that combines digital planning tools with unlimited 1:1 guidance from Certified Financial Planner professionals” Llama 4 Maverick · paraphrase prompt · first choice
“Partner with a B2B-focused platform like LearnLux, which offers digital planning tools and unlimited access to Certified Financial Planners” Mistral Small · paraphrase prompt · first choice
What the models said about SmartDollar
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
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.