Every category where a model named Vistex 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
Rebate management	Receivables and billing	0%	78 of 80	49%	45	criticized challenger

Movement

This is the first edition on this tier, so no move can be computed for Vistex 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 Vistex 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	2	1	3
GPT-5.4 mini	0	0	0	0	0
Gemini 3.5 Flash	0	0	0	4	4
Perplexity Sonar	0	1	0	0	1
Grok 4.1 Fast	0	1	1	4	6
Mistral Small	1	0	1	0	2
DeepSeek V4 Flash	0	2	1	2	5
Llama 4 Maverick	0	0	1	0	1
Qwen 3.7 Flash	0	0	1	2	3
Kimi K2	0	2	0	4	6
GLM 4.7 FlashX	0	2	0	1	3
MiniMax M2.5	0	1	1	1	3
GPT-6 Luna	0	3	0	1	4
Muse Glimmer 30B	0	1	1	2	4

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

Direct23 labels1

Paraphrase26 labels7

Comparative27 labels4not counted in share

Budget-constrained18 labels1

Scale-constrained18 labelsNone

Negative28 labelsNone

First choiceAlternativeMentionNegative140 labels in all, every segment counted; 9 of the 13 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: Enterprise-level rebate accounting, especially for companies already using SAP.” Mistral Small · Rebate management · comparative prompt · first choice

“Vistex | Deep SAP integration, complex program handling | SAP-heavy environments with intricate distributor programs” Kimi K2 · Rebate management · scale prompt · alternative

“If you're already heavily invested in SAP, Vistex might be worth a look, but it's typically a heavier lift.” DeepSeek V4 Flash · Rebate management · paraphrase prompt · alternative

“Choose Vistex if you are an enterprise strictly using SAP and need native accounting integration.” GLM 4.7 FlashX · Rebate management · 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.

“What to Avoid (Or Proceed with Caution) ... implementation costs, licensing fees, and technical debt of these platforms are usually overkill” Gemini 3.5 Flash · Rebate management · paraphrase prompt · hard negative

“Avoid enterprise suites like Vistex that can be complex to implement and configure and have higher cost due to its enterprise focus” Muse Glimmer 30B · Rebate management · scale prompt · hard negative

“Vistex | Large enterprise solution” Kimi K2 · Rebate management · budget prompt · hard negative

“Vistex is powerful for SAP-centric enterprises, but the high total cost of ownership (TCO) and implementation pain are major red flags” DeepSeek V4 Flash · Rebate management · negative prompt · soft negative

Named alongside

The products named in the same answers as Vistex, over the 140 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Vistex was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Enable122 of 14058Not among the top eight

Vendavo70 of 1407Not among the top eight

Pricefx64 of 1404Not among the top eight

Model N60 of 1402Not among the top eight

e-bate38 of 14011Not among the top eight

incentX33 of 1405Not among the top eight

Flintfox29 of 1401Not among the top eight

Voucherify28 of 1405Not among the top eight

IMA36028 of 1400Not among the top eight

360insights18 of 1400Not 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 Vistex. 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 139 of the 140 answers that named Vistex and are not a share of its labels.

Domains cited

g2.com121

guideflow.com77

level6.com75

worldmetrics.org74

oncentive.io62

us.fitgap.com62

sourceforge.net61

zipdo.co59

enable.com58

theretailexec.com58

707 of the 707 domain citations in answers naming Vistex came from somebody else's page.

Pages cited

g2.com/categories/rebate-management103

guideflow.com/blog/rebate-management-software75

level6.com/blog/best-rebate-management-tools72

oncentive.io/blog/best-rebate-management-software62

theretailexec.com/tools/best-rebate-management-software58

sourceforge.net/software/rebate-management39

worldmetrics.org/best/rebate-software37

worldmetrics.org/best/rebate-tracking-software37

Pages are listed as the models cited them.

Search and answers

vistex.com is not in Google's top ten for any of the category's searches. In the answers, Vistex takes 0% of first choices and Enable takes 52%.

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In search

Google, US estimates

Position for “rebate management platform”

–

not in the top ten

Position for “rebate management platforms”

–

not in the top ten

Searches for its name, Google: 1,900 a month (“vistex”)
AI search demand for its name, est.: 96 a month
Organic visits to its site: about 2,312 a month
Searches its site ranks for: 481 · 28 in the top three
Sites linking to it: 2,019
Paid Google search: No ads found in the estimate; that does not mean it runs none

Ads on GoogleDetailLess

87 ads · 87 text · 70 shown in the last 30 days

First shown October 2021, as Vistex, Inc., verified. 19 more by other advertisers linking to it.

On Google's pages: 1 2 3 4

In answers

This edition

Share of first choices

rank 78 of 80 in rebate management

Segment leader

52%

Enable

First choices: 9 across its categories
Named in: 140 answers
Its own site cited: in 139 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 vistex.com

2,670

subdomains included

Content

848

counted in the table below

Documentation

Product · Integration

38 · 0

Kind	Pages	Last 90 days	Categories named
Blog	706	undated	Rebate management, Chargeback management
Webinar or virtual event	73	undated	Rebate management
News or press	35	undated
Report or ebook	10	undated
Case study	9	undated
Glossary or explainer	7	undated
Conference or event	6	undated
Comparison	1	undated
Template or tool	1	undated

Events in person

Last twelve months

May 19, 2026 to May 21, 2026Sapphire MadridMadrid, Spain · sponsored
May 13, 2026Cosette Pharmaceuticals: Bridging the gross-to-net gap with VistexTheater 2 · spoke
May 13, 2026Xerox: Delivering next-generation servitizationTheater 20 · spoke
May 12, 2026Managing Trade around the Globe with Vistex at McCain FoodsTheater 15 · spoke
May 12, 2026Scaling trade spend: Kellanova’s data-driven evolution with VistexRoundtable (Registration Required) · spoke
May 11, 2026 to May 13, 2026Sapphire OrlandoOrange County Convention Center (OCCC), Orlando · sponsored

As the event pages on vistex.com state them, read October 5, 2026.

How it is countedHide how it is counted

Every page vistex.com 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. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read October 5, 2026.

Follow Vistex

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

Vistex is its own company.

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In its own words

Stated by the vendor, not checked

Positioning: AI-driven enterprise software and services for revenue management solutions
vistex.com
For: Businesses that rely on pricing, trade, royalty and incentive programs to drive revenue
vistex.com
Certifications: ISO 27001SOC 2SOC 2 Type II
Not stated on the pages read: Price, starting price, free plan or trial, integrations, hosting, customers

What Vistex's own pages state, read October 5, 2026: vistex.com, vistex.com/company/trust, vistex.com/solutions/solutions, vistex.com/africa/about/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 Vistex'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 Vistex, 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 Vistex by email, built from the raw record of the edition. It shows:

where Vistex 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 Vistex, 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.