Cognitive Persistence Layer
Catch AI Hallucinations Before They Reach Production
Enterprise-grade verification for AI agents in healthcare, finance, and legal. Claims checked. Outputs auditable. Hallucinations flagged for review.
The Problem
Your AI agents hallucinate. In regulated industries, that is not a bug — it is a liability.
Compliance Risk
AI agents in regulated industries output unverified claims. Hallucinated drug interactions or legal citations can result in significant liability and regulatory penalties.
No Audit Trail
When AI gets it wrong, you cannot trace what it remembered, who verified it, or why it was trusted. Regulators and auditors demand full provenance.
Vendor Lock-in
Cloud-only memory systems hold your knowledge hostage. Switch providers, lose everything. CPL Engine™ runs on-premise with portable, encrypted knowledge units.
How It Works
From input to verified knowledge
Four stages of rigorous scrutiny. Crystals in your knowledge base are challenged, cross-checked, and audited through the verification pipeline.
Input
Claims, facts, clinical data, legal citations, financial assertions — any knowledge from your AI agents flows into the CPL verification pipeline.
Verify
3+ AI models independently cross-check every claim before storage. Configurable verification depth from quick-check to deep regulatory audit.
Crystallize
Verified knowledge is encoded into Crystal Interchange Format (CIF) — portable, versioned, encrypted at rest, with tamper-detection signatures.
Recall
Every recalled knowledge unit includes confidence scores, verification timestamps, source provenance, and a complete chain of custody.
Capabilities
Built for regulated industries
Every feature designed with compliance officers, security teams, and auditors in mind.
Compliance-Grade Verification
Multi-AI adversarial consensus flags inaccurate knowledge before storage. Configurable verification depth from quick-check to deep regulatory audit.
Auditable Knowledge Units
Every stored fact includes confidence scores, verification timestamps, source provenance, and version history. Full chain of custody for compliance reporting.
Cognitive State Resume
Captures and restores an AI agent's complete reasoning state — hypotheses, confidence distributions, explored paths, and planned next steps — across sessions.
CIF Portability
Crystal Interchange Format works across Claude, GPT, Gemini, and local models. Your verified knowledge is never locked to a single provider or platform.
MCP Integration
Native Model Context Protocol server. Drop CPL into any MCP-compatible AI tool — Claude Code, Cursor, Windsurf — with zero code changes.
Open Core Model
Full verification engine is open source. Enterprise features (SSO, RBAC, audit logs, review queue) available under commercial license.
Industries
Designed for teams building AI in regulated industries
Healthcare
Drug interaction verification
Financial Services
Regulatory compliance audit
Legal
Case citation verification
Government
Air-gapped deployment
CPL is not a medical device and has not been evaluated by the FDA. It does not provide financial, investment, or legal advice and is not a substitute for licensed professionals. Organizations in regulated industries must maintain independent compliance programs. CPL has not received FedRAMP authorization.
Use Cases
Where CPL Engine™ adds verification
The use cases described above are illustrative and do not constitute professional advice. CPL is a verification tool and is not a substitute for qualified professionals in healthcare, finance, legal, or regulatory compliance. All AI-assisted outputs require human review before action.
Getting Started
Five minutes to verified AI
Installation
pip install cpl-engine
npm install @axisradius/cpl-engine
Also available as: REST API, CLI, MCP Server, Chrome Extension
from cpl import CPL
cpl = CPL(encryption_key="your-key")
crystal = cpl.crystallize(
"Patient should take 500mg ibuprofen daily",
source="clinical-ai-agent"
)
print(crystal.confidence) # 0.23 -- flagged for review
Get Started
Open source core. Enterprise when ready.
Start with the full open source verification engine. Contact us when your compliance and scale requirements demand enterprise features.
Ready to verify your AI's knowledge?
Contact our team to discuss enterprise deployment, on-premise installation, or custom verification pipelines.