Every category where a model named Cass Information Systems 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
Telecom expense management	Spend and procurement	0%	37 of 89	20%	5	under 10 labels · led by Genuity at 19%

Movement

This is the first edition on this tier, so no move can be computed for Cass Information Systems 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 Cass Information Systems across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.

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

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

Direct1 labelNone

Paraphrase5 labelsNone

Comparative12 labelsNone

Budget-constrained1 labelNone

Scale-constrained2 labelsNone

Negative2 labelsNone

First choiceAlternativeMentionNegative23 labels in all, every segment counted; 0 of the 0 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.

“Best for: Enterprises needing established financial management capabilities” Kimi K2 · Telecom expense mgmt · comparative prompt · alternative

“Cass Information Systems (finance-focused)” Grok 4.1 Fast · Telecom expense mgmt · comparative 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.

“Exited the TEM space entirely, selling its telecom management division to Asignet” Gemini 3.5 Flash · Telecom expense mgmt · negative prompt · hard negative

Named alongside

The products named in the same answers as Cass Information Systems, over the 23 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Cass Information Systems was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Tangoe One Telecom21 of 2313Not among the top eight

Brightfin17 of 231Not among the top eight

Sakon17 of 231Not among the top eight

Calero15 of 231Not among the top eight

Upland Cimpl9 of 230Not among the top eight

Lightyear7 of 231Not among the top eight

Calero-MDSL5 of 230Not among the top eight

Mindglobal5 of 230Not among the top eight

Vigilis4 of 231Not among the top eight

Genuity4 of 230Not 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 Cass Information Systems. 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 23 of the 23 answers that named Cass Information Systems and are not a share of its labels.

Domains cited

uplandsoftware.com16

gartner.com14

mindglobal.com14

sociumit.com13

thectoclub.com12

capterra.com11

valicomtech.com11

guideflow.com10

use.expensify.com10

worldmetrics.org10

No domain is on file for Cass Information Systems, so its own site is not marked.

Pages cited

uplandsoftware.com/cimpl/technology-expense-management/best-telecom-expense-management-sof14

mindglobal.com/best-telecom-expense-management-providers12

thectoclub.com/tools/best-telecom-expense-management-software12

gartner.com/reviews/market/telecom-expense-management-services-global11

guideflow.com/blog/telecom-expense-software10

sociumit.com/resources/blog/best-telecom-expense-management-software-202610

use.expensify.com/resource-center/guides/telecom-expense-management-solutions10

capterra.com/resources/best-telecom-expense-management-software-review-analysis8

Pages are listed as the models cited them.

Search and answers

Where Cass Information Systems 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: 2,400 a month (“cass information systems”)
AI search demand for its name, est.: 40 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 37 of 89 in telecom expense mgmt

Segment leader

19%

Genuity

First choices: 0 across its categories
Named in: 23 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.

Names read as Cass Information Systems

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

Cass Information Systems (TEM Business) 1

Follow Cass Information Systems

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 Cass Information Systems'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 Cass Information Systems, 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 Cass Information Systems by email, built from the raw record of the edition. It shows:

where Cass Information Systems 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 Cass Information Systems, 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.