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 complete 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. Complete 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
- Complete version history with full 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
Enterprise AI Integration
- Multi-provider architecture with automatic failover
- Built-in guardrails for hallucination detection and accuracy
- Performance-based optimization and quality scoring
- Provider-agnostic - works with any LLM API
Production-Ready from Day One
- Enterprise-grade architecture with clean separation of concerns
- Complete observability and monitoring built-in
- Database agnostic - PostgreSQL, MySQL, SQLite support
- Extensible plugin system for custom workflows
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 enterprise-grade architecture with clean separation between business logic and infrastructure. This foundation enables:
- Complete auditability - Every change tracked in immutable event streams
- Flexibility - Swap databases, LLM providers, or analytics without touching business logic
- Testability - Mock all external dependencies for comprehensive testing
- Extensibility - Plugin architecture for custom workflows and integrations
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
- Complete audit trail with immutable event streams
- Enterprise-grade architecture from day one