Six of fourteen models named LearnLux first on the direct prompt; two named BrightPlan. LearnLux was named by thirteen of the fourteen models and BrightPlan by nine and LearnLux carries 31 labels and BrightPlan 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 financial wellness platforms page.
Across every category in the October 2026 Edition, LearnLux and BrightPlan were named in the same answer thirty-nine times, of the 103 answers naming LearnLux and the 54 naming BrightPlan. In those answers BrightPlan took the first choice thirteen times and LearnLux six.
| 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.
“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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“independent user reviews (particularly on Android) have flagged issues with app crashes, blank screens after login, and inaccurate detection of recurring charges” Qwen 3.7 Flash · negative prompt · soft negative
“Currently ranked as a top enterprise platform, BrightPlan offers a comprehensive suite including an AI-powered "Financial Wellness Coach"” GLM 4.7 FlashX · comparative prompt · first choice
“For large enterprises wanting comprehensive coverage with human coaching → BrightPlan or Financial Finesse” DeepSeek V4 Flash · comparative prompt · first choice
“BrightPlan stands out as the best financial wellness platform for mid-market B2B companies” Mistral Small · direct prompt · first choice
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.