Cognitive Persistence Layer
Catch AI Hallucinations Before They Reach Production
Enterprise-grade verification for AI agents in healthcare, finance, and legal. Every claim checked. Every output auditable. Every hallucination flagged.
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. One hallucinated drug interaction or legal citation can cost $10M+ in 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. Every crystal in your knowledge base has been challenged, cross-checked, and audited.
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
Use Cases
Where CPL Engine™ adds verification
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
Pricing
Open source core. Enterprise when ready.
Start with the full open source verification engine. Add enterprise features when your compliance and scale requirements demand it.
- Full verification engine
- Crystal engine with CIF support
- Consensus verification (3 strategies)
- Cognitive state serialization
- MCP server integration
- AES-256-GCM encryption
- CLI and Python SDK
- Community support
- Everything in Open Source, plus:
- Multi-tenant deployment with isolation
- SSO / SAML / SCIM provisioning
- Hallucination Review Queue
- Adaptive Hallucination Learning
- Complete audit logging
- Role-based access control (RBAC)
- On-premise and air-gapped deployment
- Dedicated support engineer
- SLA (99.5% uptime)
Ready to verify your AI's knowledge?
Contact our team to discuss enterprise deployment, on-premise installation, or custom verification pipelines.