Index › Products › Morgan Stanley at Work · October 2026 Edition

1 category · Named, not ranked

Morgan Stanley at Work

9Judge labels

1First choices

0Negative labels

5 / 14Models named it

1Category

October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.7, every buyer segment counted.

Standing

3 labels, too few to rank

A product needs 10 labels in a category before a share or quadrant is stated. Morgan Stanley at Work was named 3 times in Financial wellness, where LearnLux led with 24%. The labels and the evidence are below, counted exactly.

By buyer segmentRead the same way at every buyer size.

Small businessnot named

No model named it for this buyer.

Mid-market13 of 117

under the label threshold

Enterprise23 of 69

under the label threshold

In financial wellness · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading

Standing by category

Every category where a model named Morgan Stanley at Work 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%	13 of 117	0%	3	under 10 labels · led by LearnLux at 24%

Movement

This is the first edition on this tier, so no move can be computed for Morgan Stanley at Work 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 Morgan Stanley at Work 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	Mention	Labels
Claude Haiku 4.5	1	1	2
GPT-5.4 mini	0	0	0
Gemini 3.5 Flash	0	0	0
Perplexity Sonar	0	0	0
Grok 4.1 Fast	0	1	1
Mistral Small	0	0	0
DeepSeek V4 Flash	0	0	0
Llama 4 Maverick	0	0	0
Qwen 3.7 Flash	0	0	0
Kimi K2	0	0	0
GLM 4.7 FlashX	0	0	0
MiniMax M2.5	0	0	0
GPT-6 Luna	0	0	0
Muse Glimmer 30B	0	0	0

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

Direct5 labels1

Paraphrase0 labelsNone

Comparative2 labelsNone

Budget-constrained2 labelsNone

Scale-constrained0 labelsNone

Negative0 labelsNone

First choiceAlternativeMentionNegative9 labels in all, every segment counted; 1 of the 1 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.

“Morgan Stanley at Work is best for complex employer programs and bundles equity compensation, retirement, and financial wellness under one roof” Claude Haiku 4.5 · Financial wellness · direct prompt · first choice

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.

No model argued against it.

Named alongside

The products named in the same answers as Morgan Stanley at Work, over the 9 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Morgan Stanley at Work was named but was not.

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ProductSame answerTook the first choice insteadHead to head

LearnLux7 of 92Not among the top eight

Financial Finesse6 of 90Not among the top eight

BrightPlan3 of 91Not among the top eight

SmartDollar3 of 90Not among the top eight

Chime Workplace2 of 91Not among the top eight

Brightside2 of 90Not among the top eight

Mercer2 of 90Not among the top eight

Payactiv2 of 90Not among the top eight

Your Money Line2 of 90Not among the top eight

DailyPay1 of 91Not 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 Morgan Stanley at Work. 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 9 of the 9 answers that named Morgan Stanley at Work and are not a share of its labels.

Domains cited

guideflow.com9

g2.com7

selectsoftwarereviews.com6

myshortlister.com5

us.fitgap.com5

vantagefit.io5

gartner.com4

peoplemanagingpeople.com4

innerbuddies.com3

rewordin.com3

No domain is on file for Morgan Stanley at Work, so its own site is not marked.

Pages cited

guideflow.com/blog/financial-wellness-software9

selectsoftwarereviews.com/buyer-guide/employee-financial-wellness-platforms6

g2.com/categories/financial-wellness/enterprise5

myshortlister.com/financial-wellness-2/vendor-list5

us.fitgap.com/search/financial-wellness-software/enterprise5

vantagefit.io/en/blog/financial-wellness-apps5

gartner.com/reviews/market/financial-wellness-software4

peoplemanagingpeople.com/tools/best-financial-wellness-software4

Pages are listed as the models cited them.

Search and answers

Where Morgan Stanley at Work stands in Google search beside where it stands in the models' answers.

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In search

Google, US estimates

Searches for its name, Google: 22,200 a month (“morgan stanley at work”)
AI search demand for its name, est.: 298 a month
Its own site: No site of its own on file, so no site figures

In answers

This edition

Share of first choices

rank 13 of 117 in financial wellness

Segment leader

24%

LearnLux

First choices: 1 across its categories
Named in: 9 answers
Its own site cited: No site on file to match

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.

Follow Morgan Stanley at Work

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.

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 Morgan Stanley at Work'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 Morgan Stanley at Work, 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 Morgan Stanley at Work by email, built from the raw record of the edition. It shows:

where Morgan Stanley at Work 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 Morgan Stanley at Work, 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.