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A martech category label is a vendor’s positioning choice, not proof of what its software can do. To judge whether a label such as “agentic” describes a real capability, compare it with dated release notes and product documentation—especially around the time the vendor adopted the term.
Why martech category labels are a weak buying signal
Software categories help describe a market, but vendors also use them to position themselves. A product may be presented as a digital experience platform one year and foreground AI or “agentic” capabilities the next. That shift can reflect a genuine product change, a change in emphasis, or both; the new label alone cannot tell you which.
Scott Brinker, publisher of the marketing technology landscape graphic, described category boxes as “a way for an analyst to think about an industry,” while noting that “companies don’t care about those boxes.” He also said, “Everybody wants to be their own category creator and have a category of one. It’s a mess.” De Libero attributes the remarks to the Customer Data Perspectives podcast in June 2022.
Do these 3 things before closing this tab:
1Fix the driver behind crashes, sound loss and screen glitches2Clear out junk files and repair common Windows errors3Scan for outdated or missing drivers - takes under a minuteThat label churn sits alongside a broader messaging problem. De Libero reports Wynter findings that 99% of B2B software homepages claim AI, 86% claim to save time, and average messaging overlap among category leaders is 57%. He also reports that 100 B2B marketing leaders matched anonymized value propositions from five leading CRMs to their brands with an average score of 1.86 out of 5. These are figures as reported by De Libero in 2026, not independently verified here.
#1 Best Overall
What a DXP homepage-label comparison found
In a 2026 comparison, Gene De Libero checked the homepage positioning of all 17 vendors in Gartner’s January 28, 2025 Magic Quadrant for Digital Experience Platforms against publicly available product evidence. Homepage wording was captured September 12, 2026. He reports that 11 of the 17 led with AI or agentic language, and he could verify AI capability for 13. Three had no AI capability he could verify, while one case was inconclusive.
| Comparison | Reported result |
|---|---|
| Homepage category matched product evidence | 11 of 17 |
| Homepage category overstated the evidence | 3 of 17 |
| Homepage category understated the evidence | 3 of 17 |
| Homepage led with AI or agentic language | 11 of 17 |
| AI capability verified by the author | 13 of 17 |
The findings cut both ways: a bold label may outrun the documented product, but a vendor may also have relevant capabilities that its headline does not emphasize. Treating every new label as empty—or assuming an unadvertised capability does not exist—would miss that distinction.
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One reported example illustrates why the timing of changes matters. In the six months after a vendor adopted an “agentic” label, De Libero counted 53 changelog entries, only four of which mentioned AI. That count does not by itself establish that the product lacked agentic functionality; it is a reason to inspect what those entries actually describe rather than treating the label as sufficient evidence.
How to check whether the label matches the product
- Write down the capability the label implies. Translate a broad term such as “AI platform” or “agentic” into a task you need the product to perform. A label is too vague to evaluate until you know what outcome you expect.
- Find dated product updates around the rename. Compare release notes from the months before and after the new positioning appeared. Look for shipped functionality that supports the promised task, not just mentions of the category term.
- Check the capability’s status. Determine whether the feature is generally available, in beta, or only planned. A roadmap statement or preview should not be treated as equivalent to a released feature.
- Read the product documentation. Check how the feature works, what it requires, and whether the documentation describes limitations. If the vendor organizes material across multiple products, check the relevant product rather than assuming one page represents the whole suite.
- Assess the evidence trail. Prefer accessible, dated changelogs when you need to establish when something shipped. Undated marketing copy can explain how the vendor describes a capability, but it cannot establish when the capability became available.
- Compare vendors on the same task. Record each product’s documented capability, release timing, availability status, and documentation coverage. This makes it easier to compare what the products do instead of how effectively their homepages frame them.
Use a vendor’s positioning history carefully
De Libero separately reviewed yearly homepage snapshots for 24 content and experience platform vendors from 2020 through 2026; 23 had usable archived results. He reports that one vendor used six identities in six years. A history like that can help you identify repeated repositioning and decide which product changes deserve closer inspection.
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But changing language is not proof that a product is weak. A vendor can change its market identity while building substantial new functionality, and a stable label does not guarantee that the software meets your needs. Use archived homepages to establish what the company said at different points in time, then use dated product evidence to assess what changed in the product.
Independent reader supportYour contribution helps us test, update, and keep practical guides available for everyone.How strong is the comparison?
The DXP findings are a reported case study, not a named-vendor scorecard or an independently audited census. De Libero’s article does not identify the vendors in the comparison. Two of the 17 vendors had no accessible dated changelog, so the assessment relied on product documentation instead. For one vendor whose documentation was split across about seven products, only two were reviewed.
Those gaps matter when judging individual vendors: publicly accessible evidence may be incomplete, and the comparison cannot establish that an unverified capability does not exist. The figures still offer a practical warning for buyers: homepage categories can overstate, understate, or accurately reflect documented capabilities, so verify the capability that matters to your use case.
De Libero also reports a Wynter CEO Peep Laja observation about generic messaging: “Your positioning isn’t bad because it’s wrong. It’s bad because it’s interchangeable.” The point for buyers is practical: familiar category language may sound informative while distinguishing little about the product. Dated evidence and task-specific documentation provide a more useful basis for comparison.
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