Every category where a model named Model N 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%	12 of 80	21%	19	accepted challenger

Movement

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

Direct9 labelsNone

Paraphrase8 labelsNone

Comparative21 labels1not counted in share

Budget-constrained10 labelsNone

Scale-constrained10 labelsNone

Negative8 labels1not counted in share

First choiceAlternativeMentionNegative66 labels in all, every segment counted; 0 of the 2 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.

“Choose Enable or Model N for large, complex enterprise rebate programs.” Perplexity Sonar · Rebate management · comparative prompt · first choice

“Strongest fit when rebate operations require rule-based calculation traceability and variance reporting” Muse Glimmer 30B · Rebate management · direct prompt · alternative

“Best For: Life Sciences (Pharma/MedTech) and High-Tech manufacturers.” Gemini 3.5 Flash · Rebate management · comparative prompt · alternative

“Choose Model N if you are in Life Sciences or High Tech.” 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) ... designed for massive Fortune 500 enterprises” Gemini 3.5 Flash · Rebate management · paraphrase prompt · hard negative

“Most enterprise-grade solutions (like Vendavo, Model N, or Salesforce) start at $50,000–$100,000+ annually.” Qwen 3.7 Flash · Rebate management · budget prompt · soft negative

“Cons: Often expensive and complex, which might be overkill if you *only* need rebate management.” Gemini 3.5 Flash · Rebate management · scale prompt · soft negative

“lighter and quicker to deploy than platforms starting at $50K+ annually like Vendavo or Model N” Grok 4.1 Fast · Rebate management · budget prompt · soft negative

Named alongside

The products named in the same answers as Model N, over the 66 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Model N was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Vistex60 of 666Not among the top eight

Enable56 of 6626Not among the top eight

Vendavo50 of 663Not among the top eight

Pricefx29 of 660Not among the top eight

e-bate20 of 666Not among the top eight

incentX16 of 664Not among the top eight

Voucherify14 of 663Not among the top eight

Flintfox14 of 660Not among the top eight

IMA36011 of 660Not among the top eight

Salesforce Revenue Cloud10 of 660Not 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 Model N. 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 65 of the 66 answers that named Model N and are not a share of its labels.

Domains cited

g2.com57

level6.com49

guideflow.com38

theretailexec.com34

worldmetrics.org32

oncentive.io31

sourceforge.net29

us.fitgap.com28

zipdo.co28

enable.com26

352 of the 352 domain citations in answers naming Model N came from somebody else's page.

Pages cited

level6.com/blog/best-rebate-management-tools49

g2.com/categories/rebate-management48

guideflow.com/blog/rebate-management-software38

theretailexec.com/tools/best-rebate-management-software34

oncentive.io/blog/best-rebate-management-software31

featuredcustomers.com/software/rebate-management-software23

worldmetrics.org/best/rebate-software21

zipdo.co/best/rebate-software21

Pages are listed as the models cited them.

Search and answers

modeln.com is not in Google's top ten for any of the category's searches. In the answers, Model N 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: 2,400 a month (“model n”)
AI search demand for its name, est.: 619 a month
Organic visits to its site: about 9,762 a month
Searches its site ranks for: 172 · 28 in the top three
Sites linking to it: 1,542
Paid Google search: No ads found in the estimate; that does not mean it runs none

Ads on GoogleDetailLess

11 ads · 11 text · 4 shown in the last 30 days

First shown November 2022, as Model N, Inc, verified.

On Google's pages: 1 2 3 4

In answers

This edition

Share of first choices

rank 12 of 80 in rebate management

Segment leader

52%

Enable

First choices: 0 across its categories
Named in: 66 answers
Its own site cited: in 65 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 modeln.com

847

subdomains included

Content

680

counted in the table below

Documentation

Product · Integration

28 · 2

Kind	Pages	Last 90 days	Latest
Blog	232	5	2026-09-07
News or press	217	1	2026-09-23
Webinar or virtual event	135	2	2026-08-27
Report or ebook	42	1	2026-09-07
Podcast or video	31	0	2026-05-06
Case study	9	2	2026-09-26
Conference or event	7	5	2026-09-26
Comparison	3	undated
Template or tool	3	0	2022-05-19
Glossary or explainer	1	undated

Most recent

2026-09-26Enhancing tendering capabilities case study
2026-09-26Connect event conference or event
2026-09-23Glaxosmithkline streamlines price governance with model n global pricing management case study
2026-09-23One in three us adults delay stretch or dont fill prescriptions news or press
2026-09-07Building mfn ready organizations with technology blog
2026-09-07Building mfn ready organizations with technology report or ebook

How it is countedHide how it is counted

Every page modeln.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 September 29, 2026.

Follow Model N

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

Model N is its own company.

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In its own words

Stated by the vendor, not checked

Positioning: Revenue Management Software Solutions for High Tech & Life Sciences
modeln.com
For: life sciences manufacturers; pharmaceutical and medtech innovators
modeln.com
Price stated: Early Bird Group (4+ from same company) $1,849; Early Bird Individual $1,999; Standard Group $2,349; Standard Individual $2,499 modeln.com/rainmaker-25/pricing
Certifications: SOC 2 Type II – ActiveSOC 1 Type II – ActiveCSA STAR Level 1 – ActiveCSA STAR Level 2 – ActiveGDPR CompliantCCPA CompliantSOC 1 Type 2SOC 2 Type 2
Hosting: United StatesEMEA
Customers named: ModernaMedexus Pharma
Not stated on the pages read: Starting price, free plan or trial, integrations

What Model N's own pages state, read October 5, 2026: modeln.com, modeln.com/rainmaker-25/pricing, trust.modeln.com, modeln.com/products, modeln.com/company/customers. 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 Model N'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 Model N, 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 Model N by email, built from the raw record of the edition. It shows:

where Model N 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 Model N, 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.