Meibel gives teams precise governance over AI context — what gets in, what stays out, and why.
Most AI systems treat context as a black box. Meibel makes it transparent — every document, snippet, and data chunk that enters your LLM's working memory is tracked, labeled, and governed by rules you define.
Whether you're running RAG pipelines, agent frameworks, or custom inference, Meibel sits at the context boundary and enforces what belongs there.
Write policies in plain language or structured rules. Meibel's enforcement engine evaluates every context request against your policies before anything reaches the model — not after the fact.
Block sensitive categories, restrict context by user role, and audit every enforcement decision automatically.
When something goes wrong with an AI response, you need to know what context caused it. Meibel logs every context event — ingestion, filtering, enforcement — with timestamps and decision rationale.
Compliance teams get structured reports. Engineering teams get debugging tools. Everyone gets clarity.
Connect your data sources. Meibel ingests documents, APIs, and live data streams into a structured context layer.
Every context chunk gets semantically tagged and classified — sensitivity level, data type, source, and relevance score.
Before context reaches the model, policy rules run. Sensitive items get blocked. Role restrictions get applied. Everything is logged.
Review what happened, why policies fired, and how context influenced outputs. Use that signal to sharpen your rules over time.
"We had no visibility into what our RAG pipeline was actually feeding the model. Meibel changed that overnight. Two weeks in and we caught three policy violations we didn't know existed."
"Context governance used to mean writing custom middleware that broke every time the model changed. Meibel sits between and handles it cleanly. Our compliance team actually trusts the system now."
"The audit trail alone was worth it. We can now explain exactly why the AI said what it said — down to the source document and the policy that allowed it through. That's what real governance looks like."
Book a 30-minute demo with our team.