Every category where a model named Stibo Systems STEP 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
Product information management	Revenue operations	0%	15 of 68	0%	12	accepted challenger

Movement

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

Paraphrase9 labels5

Comparative20 labels3not counted in share

Budget-constrained3 labelsNone

Scale-constrained6 labelsNone

Negative10 labels2not counted in share

First choiceAlternativeMentionNegative53 labels in all, every segment counted; 6 of the 11 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.

“The top three overall leaders are Salesforce, Stibo Systems and Akeneo” Claude Haiku 4.5 · PIM · comparative prompt · first choice

“*Stibo Systems* is a massive MDM platform that connects product data to supplier, location, and logistics data” Gemini 3.5 Flash · PIM · comparative prompt · alternative

“Stibo Systems: Ideal for organizations that require governed master data lifecycle workflows” Llama 4 Maverick · PIM · negative prompt · alternative

“Large enterprises with complex MDM needs | Custom pricing | MDM + PIM integration” GLM 4.7 FlashX · PIM · 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.

No model argued against it.

Named alongside

The products named in the same answers as Stibo Systems STEP, over the 53 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Stibo Systems STEP was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Akeneo PIM48 of 538Not among the top eight

Inriver PIM43 of 539Not among the top eight

Salsify40 of 534Not among the top eight

Pimcore38 of 533Not among the top eight

Syndigo27 of 531Not among the top eight

Informatica Product 36018 of 531Not among the top eight

Plytix14 of 535Not among the top eight

Sales Layer9 of 531Not among the top eight

Contentserv9 of 530Not among the top eight

Pimberly8 of 531Not 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 Stibo Systems STEP. 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 53 of the 53 answers that named Stibo Systems STEP and are not a share of its labels.

Domains cited

atropim.com39

inriver.com37

plytix.com22

pimcore.com20

akeneo.com14

g2.com14

pimly.co14

softwarefinder.com14

omr.com13

checkthat.ai12

199 of the 199 domain citations in answers naming Stibo Systems STEP came from somebody else's page.

Pages cited

atropim.com/en/blog/pim-software-comparison25

atropim.com/en/blog/best-enterprise-pim-software23

atropim.com/en/blog/pim-software-companies21

plytix.com/blog/best-pim19

inriver.com/resources/best-pim-software17

inriver.com/resources/best-pim-solutions14

softwarefinder.com/resources/best-pim-software14

nordicwebteam.com/ecommerce/guides/pim-systems-comparison12

Pages are listed as the models cited them.

Search and answers

stibosystems.com is not in Google's top ten for any of the category's searches. In the answers, Stibo Systems STEP takes 0% of first choices and Plytix takes 34%.

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In search

Google, US estimates

Position for “product information management system”

–

not in the top ten

Position for “best product information management system”

–

not in the top ten

Searches for its name, Google: 170 a month (“stibo systems step”)
AI search demand for its name, est.: 3 a month
Organic visits to its site: about 16,043 a month
Searches its site ranks for: 1,339 · 177 in the top three
Sites linking to it: 2,674
Paid Google search: 1 searches its ads show for, about 8 clicks and $466 a month (estimate)

Ads on GoogleDetailLess

30 ads · 27 text, 3 video · 8 shown in the last 30 days

First shown August 2025, as STIBO SYSTEMS A/S, verified. Ads started 2025-11 to 2026-10: 23 in the year, 7 before.

On Google's pages: 1 2 3 4

In answers

This edition

Share of first choices

rank 15 of 68 in PIM

Segment leader

34%

Plytix

First choices: 6 across its categories
Named in: 53 answers
Its own site cited: in 53 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 stibosystems.com

2,434

subdomains included

Content

570

counted in the table below

Documentation

Product · Integration

34 · 73

Kind	Pages	Last 90 days	Latest	Categories named
Blog	270	40	2026-09-29	PIM, DAM
News or press	146	3	2026-09-29	PIM
Case study	73	undated
Report or ebook	41	0	2026-04-29	PIM
Glossary or explainer	20	0	2026-06-01
Webinar or virtual event	10	1	2026-07-07
Conference or event	6	undated
Comparison	2	0	2026-07-01
Template or tool	1	0	2022-09-26
Podcast or video	1	1	2026-07-07

Most recent

2026-09-29Newsroom news or press
2026-09-29Stibo systems announces agentic ai engine agentworkx bringing governed agents directly into enterprise master data news or press
2026-09-29Overcoming data culture problems in manufacturing blog
2026-09-23Why business partner relationships complicate master data management blog
2026-09-164hana migration into an ai ready data foundation blog
2026-09-15Bygma selects stibo systems to strengthen product data and documentation across the group starting in denmark news or press

How it is countedHide how it is counted

Every page stibosystems.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.

Names read as Stibo Systems STEP

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

Stibo Systems 9Stibo Systems (STEP) 2

Follow Stibo Systems STEP

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

Stibo Systems STEP is its own company.

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In its own words

Stated by the vendor, not checked

Positioning: Trusted Intelligence Platform Enterprise master data management that powers trustworthy decisions by AI agents and teams at scale
stibosystems.com
For: complex enterprises
stibosystems.com
Integrations claimed: 8 stibosystems.com · 100 stibosystems.com/platform pages disagree
Customers named: Hager GroupSligro Food GroupOfficeMax NZFergusonOneyManitou Group
Not stated on the pages read: Price, starting price, free plan or trial, certifications, hosting

What Stibo Systems STEP's own pages state, read October 5, 2026: stibosystems.com, trust.stibosystems.com, stibosystems.com/platform, stibosystems.com/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 Stibo Systems STEP'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 Stibo Systems STEP, 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 Stibo Systems STEP by email, built from the raw record of the edition. It shows:

where Stibo Systems STEP 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 Stibo Systems STEP, 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.