Target Audience
Semiconductor
Protect proprietary RTL, GDSII data, and PDK specifications from leakage.
Defense
Secure mission-critical models and ensure air-gapped data sovereignty.
Enterprise AI
Comply with GDPR Article 17 and eliminate PII from trained weights.
Defend Against Advanced AI Extraction
Standard red-teaming isn't enough. Membdel provides mathematical immunity against the top enterprise AI attack vectors.
Memorization Extraction
Adversaries use prompt injection to force LLMs to regurgitate exact training data sequences, exposing proprietary code and PII.
Training Data Inversion
Attackers analyze model outputs and gradients to reconstruct the original sensitive datasets the model was trained on.
Membership Inference
Hackers statistically determine if a specific individual's data (like medical records) was included in the training set.
Before / After Visual
"Contaminated" Model
Leaking Verilog code and proprietary secrets.
"Membdel-Cleaned" Model
Refusing to share secrets. IP purged.
Model State Transformation
Membdel changes the internal mathematical state of your model from unsafe to safe.
⚠️ Contaminated State
LLM contains heavily entangled proprietary RTL, Cyber Threats, or PII. High risk of data extraction.
ENGINE Projector
Maps concepts to mathematical null-spaces. Surgically alters weights to erase concept logic.
✓ Purified State
Target IP permanently erased. Verilog un-synthesizable. 99% logic retention maintained.
Enterprise Compliance, Guaranteed
When regulators knock, heuristics aren't enough. Membdel provides the mathematical proof required by global privacy frameworks.
EU AI Act Readiness
Meet strict European requirements for AI transparency, data governance, and risk mitigation. Membdel enables safe deployment of high-risk foundational models by proving sensitive data removal.
GDPR: Right to be Forgotten
When a user requests data deletion under Article 17, simply deleting the database record isn't enough. Membdel physically unlearns the user's data from the LLM weights without full retraining.
CCPA & Data Audits
Provide verifiable audit logs to California regulators demonstrating that consumer PII has been comprehensively removed from all AI models and generative systems in your pipeline.
Unrivaled Scale & Performance
Membdel’s Engine architecture achieves flawless conceptual unlearning across hardware IP, PII, and cyber threats—scaling seamlessly from 7B to 70B parameters.
Llama-3 & Mistral (7B-8B)
Engineering rigor. No shortcuts.
We started Membdel because we saw enterprises adopting AI systems that were inherently insecure. Filtering inputs and outputs is a temporary bandage. True security requires fundamentally altering the model.
Unlike generic AI agencies, we don't rely on basic guardrails. We implement mathematically proven unlearning at the representation layer. You get direct access to elite ML researchers—no handoffs, no junior replacements. Just experts solving your hardest AI security problems.
- ✓Built by specialists in LLM security
- ✓White-glove integration with your existing models
- ✓Mathematical verification reports for auditors
Standard Security vs Membdel
Ready to secure your AI assets?
Book a private demo with our engineering team. We'll show you how Membdel can surgically remove your proprietary IP and PII from any foundational model.