Every category where a model named SmartDollar for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.

Category	Function	Share	Rank	Negative rate	Labels	Quadrant	Since September 2026
Financial wellness platforms	Compensation and total rewards	2%	8 of 117	6%	17	accepted challenger

Movement

This is the first edition on this tier, so no move can be computed for SmartDollar yet. From the next edition this section shows, per buyer segment and per category, whether its share moved by more than the measured noise floor.

By model

How each model treated SmartDollar across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.

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Model	First choice	Alternative	Mention	Negative	Labels
Claude Haiku 4.5	0	0	0	0	0
GPT-5.4 mini	1	1	0	1	3
Gemini 3.5 Flash	0	1	0	0	1
Perplexity Sonar	0	2	0	0	2
Grok 4.1 Fast	0	1	2	0	3
Mistral Small	0	0	1	0	1
DeepSeek V4 Flash	0	3	1	0	4
Llama 4 Maverick	0	0	0	0	0
Qwen 3.7 Flash	0	0	0	0	0
Kimi K2	0	0	0	0	0
GLM 4.7 FlashX	0	0	0	0	0
MiniMax M2.5	0	0	0	0	0
GPT-6 Luna	0	1	0	0	1
Muse Glimmer 30B	0	1	1	0	2

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.

FramingLabels by classFirst choices

Direct18 labels3

Paraphrase3 labels2

Comparative20 labels2not counted in share

Budget-constrained12 labels2

Scale-constrained1 labelNone

Negative7 labelsNone

First choiceAlternativeMentionNegative61 labels in all, every segment counted; 7 of the 9 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“SmartDollar for a traditional financial wellness program, or DailyPay if employee cash-flow relief is the top priority.” GPT-5.4 mini · Financial wellness · direct prompt · first choice

“If you want employees to build habits and reduce debt, look at SmartDollar or HelloWallet.” GPT-5.4 mini · Financial wellness · comparative prompt · alternative

“More education-and-habits oriented, often used for money management and debt payoff support.” Perplexity Sonar · Financial wellness · comparative prompt · alternative

“widely recognized as a high-ROI, budget-friendly option for small-to-midsize businesses” Gemini 3.5 Flash · Financial wellness · budget prompt · alternative

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

“pricing is typically custom and may be harder to keep within a small budget” GPT-5.4 mini · Financial wellness · budget prompt · soft negative

Named alongside

The products named in the same answers as SmartDollar, over the 61 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and SmartDollar was named but was not.

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ProductSame answerTook the first choice insteadHead to head

LearnLux38 of 615Compare →

Payactiv24 of 614Not among the top eight

BrightPlan23 of 616Compare →

Financial Finesse21 of 617Not among the top eight

ZayZoon20 of 619Not among the top eight

Origin20 of 616Compare →

Your Money Line14 of 613Compare →

Enrich13 of 612Not among the top eight

DailyPay12 of 611Not among the top eight

Mercer9 of 611Not among the top eight

A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named SmartDollar. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 61 of the 61 answers that named SmartDollar and are not a share of its labels.

Domains cited

g2.com44

guideflow.com34

us.fitgap.com28

myshortlister.com27

peoplemanagingpeople.com24

wellable.co22

rfp.wiki21

cxeverywhere.com19

selectsoftwarereviews.com19

dataintelo.com17

255 of the 255 domain citations in answers naming SmartDollar came from somebody else's page.

Pages cited

guideflow.com/blog/financial-wellness-software31

g2.com/categories/financial-wellness/small-business26

g2.com/categories/financial-wellness21

myshortlister.com/financial-wellness-2/vendor-list21

peoplemanagingpeople.com/tools/best-financial-wellness-software21

cxeverywhere.com/tools/financial-wellness-software19

selectsoftwarereviews.com/buyer-guide/employee-financial-wellness-platforms19

wellable.co/blog/best-financial-wellness-apps-for-employees19

Pages are listed as the models cited them.

Search and answers

smartdollar.hk is not in Google's top ten for any of the category's searches. In the answers, SmartDollar takes 2% of first choices and LearnLux takes 24%.

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In search

Google, US estimates

Position for “financial wellness platform”

–

not in the top ten

Position for “financial wellness platforms”

–

not in the top ten

Searches for its name, Google: 2,900 a month (“smartdollar”)
AI search demand for its name, est.: 62 a month
Organic visits to its site: about 3 a month
Searches its site ranks for: 9 · 0 in the top three
Sites linking to it
Paid Google search: No ads found in the estimate; that does not mean it runs none

Ads on Google

None found in Google's ad transparency records for the US

In answers

This edition

Share of first choices

rank 8 of 117 in financial wellness

Segment leader

24%

LearnLux

First choices: 7 across its categories
Named in: 61 answers
Its own site cited: in 61 of the answers that named it

Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.

What it publishes

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Addresses on smartdollar.hk

1,950

subdomains included

Content

444

counted in the table below

Documentation

Product · Integration

0 · 0

Kind	Pages	Last 90 days	2025-11 to 2026-10	Latest	Categories named
Report or ebook	428	200		2026-10-05
Template or tool	16	undated

Most recent

2026-10-05Amex platinum credit 1800 welcome october 2026 report or ebook
2026-10-05Amex platinum credit 1800 welcome october 2026 report or ebook
2026-10-05Bea car loan 20000 cash rebate october 2026 report or ebook
2026-10-05Bea car loan 20000 cash rebate october 2026 report or ebook
2026-10-05Bochk cheers 1200 welcome 2026 report or ebook
2026-10-05Bochk cheers 1200 welcome 2026 report or ebook

How it is countedHide how it is counted

Every page smartdollar.hk exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Read October 5, 2026.

Names read as SmartDollar

What the judge wrote, as written, with how often. The vendor table decides that these count as SmartDollar; a claim can dispute any of them.

SmartDollar (Dave Ramsey Solutions) 1SmartDollar (by Ramsey Solutions) 1

Follow SmartDollar

An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.

Already following? Everything you follow, with a stop for each.

The company

SmartDollar is its own company.

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In its own words

Stated by the vendor, not checked

Positioning: 香港信用卡優惠、迎新獎賞、現金回贈及里數同實用理財資訊；資料附官方來源及最後核實日期。
smartdollar.hk
For: 香港信用卡、銀行及理財資訊讀者
smartdollar.hk
Not stated on the pages read: Price, starting price, free plan or trial, integrations, certifications, hosting, customers

What SmartDollar's own pages state, read October 5, 2026: smartdollar.hk, smartdollar.hk/partners. A claimed page can correct any of them.

Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when SmartDollar's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as SmartDollar, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

What a new claim receivesHide what a new claim receives

A new claim receives the current edition's vendor brief for SmartDollar by email, built from the raw record of the edition. It shows:

where SmartDollar is named, by buyer and by framing, and which cells hold its first choices;
the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
its vocabulary against the segment leader's, and the pages the models cited;
who was chosen in the answers that did not name SmartDollar, and every reason the record gives;
a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
one page of published figures cleared to show a buyer.