DVP CMS is the first content platform designed from the ground up for AI-generated content that continuously evolves. Traditional CMSs assume content is created once and published. In the AI era, content must regenerate, improve from performance data, and preserve human expertise—all while maintaining auditability.
The Problem We Solve
You're managing hundreds of websites with thousands of pages. Content is generated by AI, scraped from the web, and enhanced by human experts. You need to:
- Regenerate content periodically to keep it fresh and improve quality
- Preserve ground truth - human edits, verified API data, learned patterns
- Never lose improvements when regenerating base content
- Learn from performance - track what works, extract patterns, apply to future content
- Maintain provenance - know where every piece of content came from
Traditional CMS: Create → Edit → Publish → Done
DVP CMS: Generate → Publish → Track Performance → Auto-Improve → Regenerate (better) → Loop
Built on Immutable Event Streams
Every change is tracked as an immutable event. Full audit trail from day one. Know exactly what changed, when, and why—whether from AI regeneration, human edits, or performance-based optimization.
Features
Intelligent Content Evolution
- Automatic regeneration based on performance metrics
- Fragment-based composition - granular control over what regenerates
- Full version history with auditability
- Conflict resolution through authority hierarchy
Ground Truth Preservation
- Human edits and expert knowledge survive regeneration
- Integration with authoritative data sources (APIs, databases)
- Time-based expiration for keeping data fresh
- Provenance tracking - know the source of every piece of content
Multi-Provider AI Integration
- OpenAI, Anthropic, and custom model support
- Automatic failover with circuit breakers
- Built-in guardrails for content validation
- Cost tracking and rate limiting
Real-Time Event Streaming
- WebSocket API for live content updates
- Subscribe to specific content changes
- JWT-authenticated connections
- Auto-reconnection with exponential backoff
Admin Dashboard
- Modern React interface with real-time updates
- Content management with version timeline
- Live analytics and quality metrics
- Performance visualization and monitoring
Plugin Architecture
- Extensible hook system for custom workflows
- Capability-based permissions model
- Isolated plugin execution for security
- Lifecycle management and health monitoring
Production Observability
- 40+ Prometheus metrics out of the box
- Pre-built Grafana dashboards
- Alerting integration (PagerDuty, Slack)
- Health checks and dependency monitoring
Enterprise Deployment
- Kubernetes-ready with HPA and Ingress
- Database agnostic - PostgreSQL, MySQL support
- CI/CD pipelines with security scanning
- Secrets management (Vault, AWS)
Use Cases
Content Networks at Scale
Managing 100+ travel websites, each with 50+ pages. Content generated by AI, enhanced by local experts, verified against official sources. Regenerate quarterly to keep fresh while preserving what works.
E-Commerce Product Descriptions
AI-generated descriptions that improve through A/B testing. Preserve brand voice guidelines and regulatory compliance text while refreshing product features and benefits.
Documentation Sites
Technical documentation that evolves with product updates. Preserve code examples and verified procedures while regenerating explanatory text for clarity.
News & Editorial
AI-assisted article generation with editorial oversight. Preserve fact-checked claims and expert quotes while regenerating narrative flow and style.
Architecture
DVP CMS is built on Event Sourcing and CQRS (Command Query Responsibility Segregation) - battle-tested patterns used by financial systems and high-reliability platforms. This foundation enables:
- Full audit trail - Every state change captured as an immutable event, forever
- Time travel - Reconstruct any content state at any point in history
- Flexibility - Swap databases, LLM providers, or analytics without touching business logic
- Extensibility - Plugins react to events without coupling to core systems
Platform Design Principles:
- Fragment-Based Composition - Content is built from composable fragments, enabling granular regeneration and preservation
- Authority Hierarchy - Conflicts resolved through configurable priority system (human > API > AI)
- Performance-Driven - Content evolution triggered by analytics and quality metrics
- Provider Agnostic - Works with any LLM, database, or data source through clean interfaces
Why DVP CMS?
Existing CMS Limitations
Traditional CMS (WordPress, Drupal, etc.):
- Built for human-authored content
- No concept of regeneration with preservation
- Can't handle multiple authority sources
- No learning from performance data
Headless CMS (Contentful, Strapi, etc.):
- No versioning with provenance
- No fragment-based composition
- No quality scoring or regeneration logic
- No learning system
DVP CMS is purpose-built for the AI era:
- Designed for content that continuously evolves, not static publishing
- Built-in performance tracking and automatic optimization
- Preserves human expertise while leveraging AI at scale
- Full audit trail with immutable event streams
- Event Sourcing + CQRS architecture for reliability and scale