Enterprise AI isn't just about what the model can do—it's about where your proprietary knowledge stays. We built Denada to be a walled garden for your team's collective intelligence.
Denada is built for Corporate Enterprise Users. Here's how we keep your AI interactions and data, walled and secured.
01 • TECHNICAL BACKGROUND
There are 2 key parts to consider around AI LLM security:
• Pre-Training (the model learning to speak and understand)
• Inference (the model answering you).
All LLMs are pre-trained on MASSIVE amounts of public data, generating billions of weights. These weights help the AI “think.” They train it to “think” of “King” when you say “Queen”... or “Lebron” when you say “King”. Essentially, they link words together.
When you “Interface” with the model, you are sending it data and it is responding with these linked words. This is a temporary exchange—LLMs don't "learn" in real-time like a human. They only learn if the provider takes logs and "retrains" the model later—exactly what Denada’s enterprise contract prevents.
The Public Risk
RLHF Feedback Loops
On public LLMs, if your team adds proprietary data like “Company Product Launch Event”, the model links those words together, creating a chance the LLM will respond with your product launch details to anyone who queries your company name.
Your inference data is fed back into the global training set, updating weights for the world.
The Denada Method
Zero-Retention Interference
Your data enters our secure enclave, retrieves context from your private Vector Database (RAG), and generates an answer. It never touches the global weights.
Fortunately Denada still learns; but the "learning" is isolated strictly to your private retrieval index, making Denada better for your team only.
02 • THE LEAK
The Leaky Bucket
If anyone on your team uses public models (they do), they are currently engaging with a public cloud. Every proprietary snippet is "fuel." But to make matters worse, data is siloed per employee. No one else benefits, and if that employee leaves, their best prompts and context leave with them.
Double Jeopardy: Knowledge is siloed and when an employee leaves, your IP remains in the public cloud, but disappears from your company.
03 • FORTRESS DENADA
The Walled Hive Mind
Every time a team member uses Denada, it does get smarter—but only for you. We create a secure "Hive Mind" where your team's collective insights are shared across your specific instance. It's shared intelligence without external exposure.
04 • SECURITY & COMPLIANCE
Audit Ready. Scrutiny Proof.
We don't just ask for trust; we prove it. Our infrastructure is logically isolated by customer. With SOC2 Type II compliance and full admin visibility, your legal team can breathe easy knowing your IP is walled off and encrypted.
Logical Isolation
ZERO TENANT CROSSOVER
SOC2
TYPEII
Audit
FULL LOGS
Protect your most valuable asset
BUILT FOR THE ENTERPRISE. WALLED + ZERO CROSSOVER.