Financial wellness platforms
Asked as “financial wellness platform”, and as “employee financial wellness benefit”, on behalf of a mid-market B2B company. 41 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
24%
Contested · ZayZoon 15%
24LearnLux15ZayZoon10Chime Workplace51others
24% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
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. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
Show the three products at 0%, ordered by negative rate
The floor is 13 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
All fifteen head-to-head pages: the top six products, each against each
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01LearnLux24%
LearnLux24%02Origin10%
Origin10%03Tapcheck7%
Tapcheck7%04BrightPlan5%
BrightPlan5%05SmartDollar2%
SmartDollar2%06Your Money Line2%
Your Money Line2%07Financial Finesse0%
Financial Finesse0%08Payactiv0%
Payactiv0%09DailyPay0%
DailyPay0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
EarnIn75%
3 of 4 labels negative · 3 of 14 models · 2 hard negative
“Platforms with Significant Red Flags ... EarnIn ... Major legal issues” Kimi K2, negative prompt
DailyPay21%
3 of 14 labels negative · 3 of 14 models · 1 hard negative
“High fee extraction: New York Attorney General found DailyPay extracts over $300/year on average” Kimi K2, negative prompt
MoneyLion75%
3 of 4 labels negative · 3 of 14 models · 1 hard negative
“Manipulative tactics: Artificially slows no-fee deposits to push users toward paid options” Kimi K2, negative prompt
Brigit
100%
2 of 2 labels negative · 2 of 14 models · 1 hard negative
“Apps like *Earnin*, *Dave*, or *Brigit* can be predatory.” DeepSeek V4 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
73 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 990 links across 236 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Guideflow44 answers · 45 citations · 11 models
vendor site · G233 answers · 67 citations · 13 models
30 answers · 31 citations · 12 models
vendor site · Wellable29 answers · 39 citations · 11 models
27 answers · 33 citations · 11 models
26 answers · 27 citations · 11 models
vendor site · Vantage Fit22 answers · 26 citations · 9 models
20 answers · 21 citations · 11 models
19 answers · 23 citations · 9 models
16 answers · 22 citations · 7 models
14 answers · 14 citations · 9 models
13 answers · 33 citations · 8 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
42 answers · 11 models
30 answers · 12 models
24 answers · 10 models
22 answers · 11 models
20 answers · 9 models
20 answers · 11 models
16 answers · 7 models
14 answers · 9 models
12 answers · 6 models
12 answers · 8 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best financial wellness platform”, “financial wellness platform”, “financial wellness platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| LearnLux learnlux.com | 24% | 103 | 720 | 14 | 1,294 | 0 | ||
| ZayZoon zayzoon.com | 15% | 133 | 90,500 | 304 | 39,895 | 1 | ||
| Origin useorigin.com | 10% | 45 | 201,000 | 2,574,135 | 26,001 | 9 | ||
| Chime Workplace chime.com | 10% | 64 | 320 | 1 | 1,490,450 | $409,615 | 120 | |
| Tapcheck tapcheck.com | 7% | 126 | 22,200 | 420 | 45,032 | 16 | 4 | |
| BrightPlan brightplan.com | 5% | 54 | 880 | 9 | 804 | 0 | ||
| BrightDime brightdime.com | 5% | 12 | 110 | 0 | 69 | |||
| SmartDollar smartdollar.hk | 2% | 61 | 2,900 | 62 | 3 | |||
| Your Money Line yourmoneyline.com | 2% | 36 | 720 | 119 | 6,683 | $8,667 | 3 | 5 |
| Brightside gobrightside.com | 2% | 23 | 40,500 | 4,122 | 2,574 | 0 |
Google's top ten for the three searches hold 25 sites; 5 of them are among the sites the models cited here (guideflow.com, myshortlister.com, peoplemanagingpeople.com, vantagefit.io, wellable.co). The first result for “best financial wellness platform” is myshortlister.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best financial wellness platform for a mid-market B2B company?”Paraphrase“Which employee financial wellness benefit would you recommend to a mid-sized B2B company?”Comparative“What are the top financial wellness platforms and how do they differ?”Budget-constrained“What is the best financial wellness platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a financial wellness platform. What should we look at?”Negative“Which financial wellness platforms should I avoid or be cautious about?”
Claude Haiku 4.5Morgan Stanley at Workno first choiceChangedno first choiceFinFitno first choicenothing named
Four alternatives
Financial Finesse, LearnLux, Woliba, ZayZoonFive alternatives
BeBalanced Financial Wellness, BrightDime, Financial Finesse, Nudge Global, Your Money LineGPT-5.4 miniSmartDollarno first choiceChangedno first choiceZayZoonagainst: SmartDollar, Springno first choicenothing named
Six alternatives
Benepass, Compt, DailyPay, Mintago, Payactiv, SAVVI FinancialSeven alternatives
Betterment at Work, DailyPay, HelloWallet, Payactiv, Questis, SmartDollar, ZayZoonOne alternative
WellableGemini 3.5 FlashOriginBrightside, LearnLux, OriginChangedOriginTapcheck, ZayZoonno first choiceagainst: Cleo, DailyPay, EarnIn, Financial Education Services (FES) / United Wealth Education, Life Surge, MoneyLion, Payactiv
Four alternatives
Candidly, Financial Finesse, LearnLux, Nudge GlobalEight alternatives
Brightside, Copilot, Empower, LearnLux, Monarch Money, Nudge, YNAB, Your Money LineThree alternatives
Operation HOPE, SmartDollar, Your Money LinePerplexity SonarLearnLuxno first choiceChangedOriginZayZoonagainst: LearnLux, MoneyWellth, Your Money Lineno first choicenothing named
Four alternatives
BrightPlan, Candidly, Enrich Financial Wellness, SmartDollarEight alternatives
BrightPlan, Financial Finesse, Goldman Sachs Ayco, Greenlight, LearnLux, SmartDollar, Tapcheck, WagestreamTwo alternatives
SmartPath, TapcheckGrok 4.1 FastLearnLuxno first choiceChangedno first choiceChime Workplaceno first choiceagainst: Branch, DailyPay, Payactiv, Stream, United Wealth Services, ZayZoon
Three alternatives
Financial Finesse, Payactiv, Salary FinanceOne alternative
LearnLuxThree alternatives
ONE@Work, Rain, SoFi at WorkMistral SmallBrightPlanLearnLuxChangedno first choiceZayZoonno first choicenothing named
Two alternatives
OrbisPay, TapcheckDeepSeek V4 FlashBrightPlan, Your Money LineOriginChangedBrightPlan, Financial FinesseChime Workplace, ZayZoonno first choiceagainst: Betterment, Brigit, Credit Karma, Dave, EarnIn, Empower, Mint
Three alternatives
Financial Finesse, LearnLux, SmartDollarThree alternatives
DailyPay, Financial Finesse, SmartDollarSix alternatives
Brightside Financial Care, Enrich, LearnLux, Origin, Payactiv, SmartDollarOne alternative
SpringLlama 4 MaverickLearnLuxLearnLuxHeldno first choiceRocket Moneyno first choicenothing named
Two alternatives
Tapcheck, Vantage FitQwen 3.7 FlashBrightDimeno first choiceChangedno first choiceBrilino first choiceagainst: BrightPlan, Goldman Sachs (Ayco) Financial Wellness, Monarch, YNAB
Three alternatives
Beacon Health Options, DHS Group, LearnLuxThree alternatives
DailyPay, Even, PayactivSeven alternatives
Empower, Greenlight, Guideline, Monarch Money, MoneyLion, Talmus, WealthfrontFour alternatives
Athena Pay, DailyPay, Gusto Pay, WageWorksKimi K2LearnLuxagainst: Best Money Movesno first choiceChangedBrightPlan, OriginRain, Tapcheckno first choiceagainst: DailyPay, EarnIn, Empower, MoneyLion
Four alternatives
BrightPlan, Financial Finesse, Origin, Your Money LineTwo alternatives
Best Money Moves, LearnLuxFive alternatives
Best Money Moves, DailyPay, Enrich, Payactiv, Peanut ButterOne alternative
BeBalanced Financial WellnessGLM 4.7 FlashXLearnLuxno first choiceChangedBrightPlanChime Workplace, Tapcheckno first choiceagainst: Financial Fitness Group, GreenPath Financial Wellness
Three alternatives
EarnIn, Kashable, ZogoFour alternatives
Financial Finesse, LearnLux, Nudge Global, TapcheckFive alternatives
Branch, Brightside Financial Care, Financial Finesse, Payactiv, SpringMiniMax M2.5LearnLuxno first choiceChangedno first choiceZayZoonno first choicenothing named
Three alternatives
LifeCents, Tapcheck, WagestreamThree alternatives
Chime Workplace, Your Money Line, my*Wealth* BeingGPT-6 LunaOriginLearnLuxChangedFinancial Finesse, Your Money Lineagainst: BrightsideOneEleven’s LaunchPadno first choiceagainst: Brigit, Cleo, Dave, FloatMe, MoneyLion
Two alternatives
BrightPlan, LearnLuxOne alternative
Financial FinesseFour alternatives
Enrich, LearnLux, Origin, SmartDollarTwo alternatives
Chime Workplace, Your Money LineMuse Glimmer 30BBest Money Moves, BrightDimeno first choiceChangedFinancial Finesse, LearnLuxChime Workplaceno first choiceagainst: Mint – Intuit, Truebill, now Rocket Money
One alternative
LearnLuxTwo alternatives
BrightPlan, SmartDollarOne alternative
Your Money LineBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:24 | yes | 14 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:21 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:18 | yes | 3 | 32 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 22:16 | yes | 27 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:15 | yes | 21 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:36 | yes | 14 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:27 | yes | 23 | 33 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:23 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:30 | yes | 8 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:36 | yes | 18 | 30 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:21 | yes | 21 | 83 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:28 | yes | 8 | 24 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:22 | yes | 4 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:36 | yes | 19 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:26 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:20 | no | 0 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:34 | yes | 11 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 22:24 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:39 | yes | 19 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:40 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:39 | yes | 24 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:19 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:38 | yes | 10 | 34 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:26 | yes | 10 | 13 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:15 | yes | 15 | 111 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:38 | yes | 10 | 19 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:38 | yes | 1 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:13 | yes | 20 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:23 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:36 | yes | 5 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:36 | yes | 14 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:19 | yes | 16 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:18 | yes | 16 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:40 | yes | 10 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:17 | yes | 22 | 45 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:16 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:30 | no | 0 | 26 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:15 | yes | 14 | 42 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:36 | yes | 23 | 82 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:21 | yes | 5 | 10 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:24 | yes | 7 | 30 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:28 | yes | 23 | 32 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:15 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:13 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:15 | yes | 24 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 22:22 | yes | 17 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:16 | yes | 20 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:24 | yes | 15 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:13 | yes | 23 | 17 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:29 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:29 | no | 0 | 26 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:32 | yes | 18 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:36 | yes | 13 | 28 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:24 | yes | 13 | 23 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:36 | yes | 3 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:29 | yes | 15 | 12 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:26 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:36 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:30 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 22:19 | yes | 18 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:16 | yes | 14 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:15 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:38 | yes | 21 | 49 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:20 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:38 | yes | 5 | 23 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:28 | yes | 15 | 47 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:29 | yes | 15 | 33 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:21 | no | 0 | 7 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:24 | yes | 4 | 23 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:39 | no | 0 | 1 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:23 | yes | 18 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:21 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:20 | yes | 22 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 22:26 | yes | 17 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:20 | yes | 24 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:36 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:18 | yes | 25 | 33 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:23 | yes | 5 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:34 | yes | 13 | 37 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:13 | yes | 24 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:17 | yes | 23 | 23 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:25 | no | 0 | 9 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:25 | yes | 6 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:20 | yes | 23 | 25 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
None. Every name in this category resolved on its own.
Unresolved, counted raw
Acorns for Work
Asset-Map
Athena Pay
Beacon Health Options
Brili
Copilot Money
Debt Payoff Planner
Financial Education Services (FES) / United Wealth Education
Financial Fitness Group
Goldman Sachs (Ayco) Financial Wellness
Goldman Sachs Ayco
Gusto Pay
Juno Financial
Life Surge
Mint – Intuit
Mintago
Monarch
MoneyWellth
NerdWallet
OneEleven’s LaunchPad
Operation HOPE (HOPE Inside the Workplace)
Perk
PlanPlus Global
PocketGuard
SAVVI Financial
Shareworks
SmartPath
Talmus
Truebill, now Rocket Money
Truist
US Bank
United Wealth Services
Wealthfront (formerly Personal Capital)
Zogo
my*Wealth* Being
Discontinued, still offered
No shut-down product was recommended here.
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