The Governance Layer for AI-Generated Content
The world has tools to generate content (ChatGPT, Claude, Jasper) and tools to store content (WordPress, Contentful). What's missing is the governance layer in between—the system that manages the lifecycle of facts within that content.
DVP CMS fills that gap. It's the first content platform where AI-generated content continuously evolves through performance feedback while human expertise is permanently preserved.
Companies using generative AI for content face an impossible choice:
High quality. High trust. But expensive, slow, and doesn't scale.
Cheap and fast. But it hallucinates, goes stale, and overwrites your human corrections every time you regenerate.
You've seen it happen: Your expert spent an hour correcting the AI's mistakes. Next month, you regenerate the content to keep it fresh—and all those corrections vanish. The AI makes the same mistakes again.
DVP CMS offers a third option: Managed Evolution.
DVP CMS separates what the AI can change from what must be preserved. When you regenerate content:
The result is truth distillation: Over regeneration cycles, verified facts accumulate while unverified filler gets replaced. Your content converges toward ground truth—automatically. Human expertise compounds instead of being lost. AI becomes a tool that helps instead of creating rework.
DVP CMS is built on Event Sourcing—the same architecture used by financial trading systems where audit trails are non-negotiable. Every change is captured as an immutable event.
When a regulator asks "Why did your website claim this product is eco-friendly?"—you can answer. Trace back through the event history: which data source provided the claim, when it was added, what authority level it had, and why the AI included it.
This isn't version control. It's time travel. Reconstruct the exact state of any content at any point in history, with full provenance for every fact.
Every piece of AI-generated content passes through validation before publishing.
Plugins are evidence suppliers—they verify facts, pull live data, and submit evidence to the authority system.
See how your content connects.
Find content by meaning, not just keywords.
Catch problems before your users do.
You're running 100+ niche websites with 5,000+ pages total. AI generates the base content. Local experts add region-specific knowledge. Official APIs provide real-time data (weather, events, prices).
Every quarter, you regenerate to keep content fresh. Without DVP CMS, you'd lose all those expert additions. With it, the expert knowledge persists while stale marketing copy gets refreshed. The sites get better each cycle instead of resetting to zero.
Plugins: Weather API integration, event calendar sync, fact-checker for travel claims, broken link detection.
10,000 product descriptions. AI writes the initial copy. Your team adds regulatory compliance text ("not for children under 3") and brand voice corrections. Conversion tracking shows which descriptions sell.
When you regenerate, compliance text stays locked—no legal review needed. High-converting phrases persist. Only underperforming copy gets replaced. Your catalog improves through data, not guesswork.
Plugins: PII scanner for compliance, A/B test result importer, price API integration, inventory sync.
Your docs cover a product that ships monthly. Code examples must be exact—one wrong character breaks the tutorial. But explanatory text could always be clearer.
DVP CMS lets you lock the code blocks while regenerating the prose around them. When users report confusion, update the explanation. The fix persists forever, even as other sections evolve.
Plugins: Code syntax validator, broken link checker, readability scorer, version changelog sync.
AI drafts articles from press releases and data feeds. Editors fact-check key claims and add expert quotes. Those verified facts become permanent—the AI can rephrase the article but can't contradict what editors confirmed.
Result: AI speed with editorial integrity. Scale without sacrificing accuracy.
Plugins: Google Fact Check API, Wikipedia citation linker, Slack notifications for editor review, RSS feed ingestion.
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:
You could bolt ChatGPT onto WordPress. Many do. Here's what you'll discover:
The problem isn't WordPress. It's that traditional CMSs store pages, not facts. They have no concept of "this sentence came from an API" vs "this sentence was verified by a human" vs "this sentence is AI filler."
Headless CMSs separate presentation from content. DVP CMS separates facts from filler.
DVP CMS doesn't just store "pages." It understands where every piece of content came from and how much to trust it. When content regenerates, the system knows what's protected and what can change.