The DXP Scorecard — Independent Platform Evaluation
Independent Platform Evaluation
Scored on implementation experience
Not vendor briefings

The Leaders

Who leads across 37 platforms · 10 categories · 187 scored criteria

There is no single “Best DXP” or “Best Headless CMS.” These platforms are scored across 187 individual criteria spanning content management, developer experience, total cost of ownership, compliance, and use-case fit. The picture is far too granular for a single ranking to be meaningful.

Instead, this page shows you who leads where. Every dimension has a leader — and no single platform leads them all. The right choice depends entirely on which dimensions matter most to your team, your users, and your constraints. Click any leader to see the full evidence behind the score.

Step 01

Start with what matters

Every organisation has different non-negotiables. Find the composites, categories, and individual criteria that map to yours — API flexibility, content authoring, compliance, cost.

Step 02

See who leads

Each row names the platform with the highest score for that dimension. Click through to read the reasoning, evidence, and confidence level behind the number.

Step 03

Notice the spread

Leadership changes from row to row. A platform that leads in developer experience may trail in compliance or cost. That's the point — the nuance is where the real insight lives.

Reading the scores
70 – 100 Strong
40 – 69 Adequate
0 – 39 Weak

Composite Leaders

Cost Efficiency
80
Payload CMS
Build Simplicity
72
Prismic
Operational Ease
66
Sanity
Platform Velocity
81
WordPress VIP
AI Enablement
74
Contentful

Use-Case Fit Leaders

Commerce
69
Bloomreach
Intranet
65
Liferay

Category-by-Category Leaders

1. Core Content Management37 platforms · 14 criteria
LeaderSanity83
1.1Content Modeling
1.1.1Content type flexibility
1.1.2Content relationships
1.1.3Structured content support
1.1.4Content validation
1.1.5Content versioning
1.2Authoring Experience
1.2.1Visual/WYSIWYG editing
1.2.2Rich text capabilities
1.2.3Media management
1.2.4Real-time collaboration
1.2.5Content workflows
1.3Content Delivery
1.3.1API delivery model
1.3.2CDN and edge delivery
1.3.3Webhooks and event system
1.3.4Multi-channel output
2. Platform Capabilities37 platforms · 30 criteria
2.1Personalization & Experimentation
2.1.1Audience segmentation
2.1.2Content personalization
2.1.3A/B and multivariate testing
2.1.4Recommendation engine
2.2Search & Discovery
2.2.1Built-in search
2.2.2Search extensibility
2.3Commerce Integration
2.3.1Native commerce
2.3.2Commerce platform integration
2.3.3Product content management
2.4Analytics & Intelligence
2.4.1Built-in analytics
2.4.2Analytics integration
2.5Multi-Site & Localization
2.5.1Multi-site management
2.5.2Localization framework
2.5.3Translation integration
2.5.4Multi-brand governance
2.6Digital Asset Management
2.6.1Native DAM capabilities
2.6.2Asset delivery & CDN optimization
2.6.3Video & rich media management
2.7Authoring & Editorial Experience
2.7.1Visual page builder & layout editing
2.7.2Editorial workflow & approvals
2.7.3Publishing calendar & scheduling
2.7.4Real-time collaboration
2.8Marketing & Engagement
2.8.1Forms & data capture
2.8.2Email marketing & ESP integration
2.8.3Marketing automation
2.8.4CDP & customer data integration
2.9Integration & Extensibility
2.9.1App marketplace & ecosystem
2.9.2Webhooks & event streaming
2.9.3Headless preview & staging environments
2.9.4Role-based permissions & governance
3. Technical Architecture37 platforms · 17 criteria
LeaderSanity78
3.1API & Integration
3.1.1API design quality
3.1.2API performance
3.1.3SDK ecosystem
3.1.4Integration marketplace
3.1.5Extensibility model
3.2Security & Compliance
3.2.1Authentication
3.2.2Authorization model
3.2.3Compliance certifications
3.2.4Security track record
3.3Infrastructure & Reliability
3.3.1Hosting model
3.3.2SLA and uptime
3.3.3Scalability architecture
3.3.4Disaster recovery
3.4Developer Experience
3.4.1Local development
3.4.2CI/CD integration
3.4.3Documentation quality
3.4.4TypeScript support
4. Platform Velocity & Health37 platforms · 13 criteria
4.1Release Cadence
4.1.1Release frequency
4.1.2Changelog quality
4.1.3Roadmap transparency
4.1.4Breaking change handling
4.2Ecosystem & Community
4.2.1Community size
4.2.2Community engagement
4.2.3Partner ecosystem
4.2.4Third-party content
4.3Market Signals
4.3.1Talent availability
4.3.2Customer momentum
4.3.3Funding and stability
4.3.4Competitive positioning
4.3.5Customer sentiment
5. Total Cost of Ownership37 platforms · 11 criteria
LeaderPayload CMS80
5.1Licensing
5.1.1Pricing transparency
5.1.2Pricing model fit
5.1.3Feature gating
5.1.4Contract flexibility
5.1.5Free / Hobby Tier
5.2Implementation Cost Signals
5.2.1Time-to-first-value
5.2.2Typical implementation timeline
5.2.3Specialist cost premium
5.3Operational Cost Signals
5.3.1Hosting costs
5.3.2Ops team requirements
5.3.3Vendor lock-in and exit cost
6. Build Simplicity37 platforms · 10 criteria
LeaderPrismic72
6.1Learning Curve
6.1.1Concept complexity
6.1.2Onboarding resources
6.1.3Framework familiarity
6.2Implementation Complexity
6.2.1Boilerplate and starter quality
6.2.2Configuration complexity
6.2.3Data modeling constraints
6.2.4Preview and editing integration
6.3Team & Talent
6.3.1Required specialization
6.3.2Team size requirements
6.3.3Cross-functional complexity
7. Operational Ease37 platforms · 10 criteria
LeaderSanity66
7.1Upgrade & Patching
7.1.1Upgrade difficulty
7.1.2Security patching
7.1.3Vendor-forced migrations
7.1.4Dependency management
7.2Operational Overhead
7.2.1Monitoring requirements
7.2.2Content operations burden
7.2.3Performance management
7.3Support & Resolution
7.3.1Support tier quality
7.3.2Community support quality
7.3.3Issue resolution velocity
8. Use-Case Fit37 platforms · 56 criteria
8.1Marketing Sites
8.1.1Landing page tooling
8.1.2Campaign management
8.1.3SEO tooling
8.1.4Performance marketing
8.1.5Personalization and targeting
8.1.6A/B testing and experimentation
8.1.7Content velocity
8.1.8Multi-channel publishing
8.1.9Marketing analytics integration
8.1.10Brand and design consistency
8.1.11Social and sharing integration
8.1.12Marketing asset management
8.1.13Marketing localization
8.1.14MarTech ecosystem connectivity
8.2Commerce
8.2.1Product content depth
8.2.2Merchandising tools
8.2.3Commerce platform synergy
8.2.4Content-driven storytelling
8.2.5Checkout and cart content
8.2.6Post-purchase content
8.2.7B2B commerce content
8.2.8Search and discovery content
8.2.9Promotional content management
8.2.10Multi-storefront content
8.2.11Visual commerce and media
8.2.12Marketplace and seller content
8.2.13Commerce content localization
8.2.14Commerce conversion analytics
8.3Intranet & Internal
8.3.1Access control depth
8.3.2Knowledge management
8.3.3Employee experience
8.3.4Internal communications
8.3.5People directory and org chart
8.3.6Policy and document management
8.3.7Onboarding content delivery
8.3.8Enterprise search quality
8.3.9Mobile and frontline access
8.3.10Learning and training integration
8.3.11Social and collaboration features
8.3.12Workplace tool integration
8.3.13Content lifecycle and archival
8.3.14Internal analytics and engagement
8.4Multi-Brand / Multi-Tenant
8.4.1Tenant isolation
8.4.2Shared component library
8.4.3Governance model
8.4.4Scale economics
8.4.5Brand theming and style isolation
8.4.6Localized content governance
8.4.7Cross-brand analytics
8.4.8Brand-specific workflows
8.4.9Content syndication and sharing
8.4.10Regional compliance controls
8.4.11Design system management
8.4.12Cross-brand user management
8.4.13Multi-brand content modeling
8.4.14Portfolio-level reporting
9. Regulatory Readiness & Trust37 platforms · 11 criteria
9.1Data Privacy & Regulatory
9.1.1GDPR & EU data protection
9.1.2HIPAA & healthcare compliance
9.1.3Regional & industry regulations
9.2Security Certifications
9.2.1SOC 2 Type II
9.2.2ISO 27001 / ISO 27018
9.2.3Additional certifications
9.3Data Governance
9.3.1Data residency & sovereignty
9.3.2Data lifecycle & deletion
9.3.3Audit logging & compliance reporting
9.4Platform Accessibility
9.4.1Authoring UI accessibility
9.4.2Accessibility documentation
10. AI Enablement37 platforms · 15 criteria
LeaderContentful74
10.1AI Content Creation
10.1.1AI text generation & editing
10.1.2AI image & media generation
10.1.3AI translation assistance
10.1.4AI metadata & SEO automation
10.2AI Workflow Automation
10.2.1AI-assisted content operations
10.2.2Agentic workflow automation
10.2.3Content intelligence & insights
10.2.4AI content auditing & quality
10.3AI Search & Personalization
10.3.1AI/semantic search
10.3.2AI-powered personalization
10.4AI Platform & Extensibility
10.4.1MCP server availability
10.4.2Bring your own AI model/key (BYOM/BYOK)
10.4.3AI developer extensibility & agent APIs
10.4.4AI governance, safety & audit trails
10.4.5AI observability & usage analytics

Criteria Leadership Count