For generations organizations have made platform decisions based on analyst quadrants, vendor demos, and sales decks. I've sat in hundreds of evaluation meetings where the same problem surfaces: "But the platform doesn't actually do what the brochure promises...?" We sat in a room with experts and the engineers needed to deliver on a promise that platforms were making to our clients. We knew the capabilities. We knew the strengths. We knew the weaknesses. If someone asked any of of developers "What platform is best for me?" we had the answer like we knew the backs of our own hands. That complete of an answer was never coming from a report written by someone who hasn't deployed the platform.
That disconnect is why we built the DXP Scorecard.
The Gap Nobody Was Filling
The enterprise DXP market has no shortage of evaluation frameworks. Gartner publishes its Magic Quadrant annually. Forrester releases its Wave. G2 aggregates user reviews. Each serves a purpose, but each carries a fundamental limitation: they evaluate platforms from the outside.
Analyst reports rely heavily on vendor briefings, customer reference calls, and market momentum. User review platforms aggregate subjective experiences without normalizing for implementation quality, team expertise, or use case fit. Neither source tells you what it actually costs to build, run, and maintain a platform at enterprise scale over multiple years.
We've implemented these platforms. We've migrated organizations between them. We've seen what happens in year two when the contract renewals arrive and the real operational costs reveal themselves. That perspective was missing from every evaluation framework available, so we built one that puts implementation experience first.
What the DXP Scorecard Measures
The Scorecard evaluates over 20 platforms across a 104-item framework organized around four dimensions that matter most to organizations making real purchasing decisions.
Capability measures what the platform can actually do: content management, personalization, commerce, multi-channel delivery, search, analytics, and workflow. Not what the roadmap promises. Not what the demo showed. What works today, in production, when your team needs to ship.
Cost Efficiency inverts total cost of ownership against normalized features. This includes licensing, hosting, implementation labor, and ongoing operations. A platform that scores highly on capability but demands a six-person team to maintain gets penalized accordingly. Higher scores mean better value for the investment.
Build Complexity captures time-to-production, talent availability, and learning curve. Some platforms look fantastic on paper but require specialized developers who command premium rates and long ramp-up periods. The Scorecard makes that visible.
Maintenance tracks the ongoing burden: upgrade cycles, security patching, vendor-forced migrations, and operational overhead. A platform that requires a major version migration every eighteen months carries a different long-term cost profile than one that handles updates transparently.
We also apply a Migration Tax that penalizes cost efficiency based on vendor lock-in and exit difficulty. Because the true cost of a platform includes the cost of leaving it.
Why Implementation Experience Changes Everything
Here's something that no vendor briefing will tell you: the gap between a platform's marketed capabilities and its production behavior can be enormous. I've watched organizations select platforms based on Gartner positioning only to discover that the features that earned that placement require extensive custom development to actually use.
When you've been the team responsible for making a platform work for real users with real content at real scale, you develop a different kind of knowledge. You know which APIs are well-documented and which require support tickets to understand. You know which personalization engines deliver measurable lift and which create more operational burden than business value. You know which platforms genuinely reduce total cost of ownership and which simply shift costs from licensing to implementation.
That knowledge is what powers the DXP Scorecard. Every score reflects hands-on experience, not theoretical assessment.
An Open Methodology for an Industry That Needs Transparency
We made the Scorecard's methodology open by design. You can see exactly how each dimension is weighted, how scores are calculated, and what criteria inform each evaluation. If you disagree with a score, there's a feedback mechanism built directly into the site.
This matters because the DXP market has a transparency problem. Analyst reports sit behind paywalls. Vendor comparison pages grade their own homework. Partner agencies recommend the platforms they're certified to implement. The incentive structures don't always align with what's best for the organization making the decision.
An open, independent evaluation framework changes that dynamic. When anyone can inspect the methodology and challenge the findings, the conversation shifts from authority to evidence.
What Organizations Are Finding
Since launching the DXP Scorecard, we've seen it become a reference point for enterprise teams evaluating platforms across marketing, commerce, intranet, and multi-brand use cases. The interactive visualization lets teams filter by use case and immediately see which platforms excel in their specific context rather than relying on a single composite score that may not reflect their priorities.
Teams are using it to validate vendor claims against independent assessment. Procurement leaders are referencing it alongside Gartner and Forrester to get an implementation-grounded perspective. Technical architects are using the build complexity and maintenance scores to set realistic project expectations with their stakeholders.
The response tells us something the industry already knew: organizations want evaluation tools built by people who have done the work, not just studied the market.
The Platform Landscape Keeps Shifting
The DXP Scorecard currently evaluates platforms ranging from enterprise suites like Adobe Experience Manager and Optimizely to headless platforms like Sanity and Contentful, traditional CMS options like WordPress VIP and Drupal, and open-source alternatives like Strapi and Payload CMS. The market is moving quickly, and the Scorecard will evolve with it.
What won't change is the philosophy: score based on what we've built, not what we've been briefed on. Keep the methodology open. Welcome challenges to our findings. Let the data speak for itself.
Start Your Evaluation with Real Data
If you're in the middle of a platform decision or preparing for one, visit www.dxpscorecard.com and explore the data for yourself. Filter by your use case. Compare platforms across the dimensions that matter to your organization. And if you think we've got something wrong, tell us. The Scorecard gets better with every informed challenge.
In thirty years of building digital experiences, I've learned that the best platform decisions are made with clear eyes, honest data, and a willingness to look past the marketing. That's exactly what the DXP Scorecard was built to provide.




