Cognitive AI Integration & LLM Architectures

Secure, enterprise-grade AI system integration, private Large Language Models (LLMs), and Retrieval-Augmented Generation (RAG) pipelines.

Cognitive AI Systems Integration

Most organizations are eager to capitalize on Large Language Models (LLMs), but are held back by security risks. At Infodoor, we build private, secure, and compliant cognitive pipelines that run inside your protected networks.


🔒 The Security Challenge of Public AI

Passing corporate intellectual property, employee records, or government data into public commercial LLMs poses severe security and regulatory risks.

Our custom integrations ensure your data never leaves your secure cloud boundaries.

┌───────────────────┐       🔒 Secure VPN       ┌───────────────────┐
│  Your Databases   │ ────────────────────────> │   Private LLM     │
│  (Docs, CRM, DB)  │                           │    & Vector DB    │
└───────────────────┘                           └─────────┬─────────┘
                                              Local Model │
                                                ┌───────────────────┐
                                                │   Conversational  │
                                                │   Discovery UI    │
                                                └───────────────────┘

🧠 Our Key Service Implementations

1. Retrieval-Augmented Generation (RAG)

We implement RAG pipelines that index your internal PDF repositories, database directories, and email logs into highly secure Vector Databases (e.g. pgvector, Qdrant, Chroma). This enables staff to extract immediate, conversational answers backed by literal file source citations.

2. Private Model Deployments

We deploy and tune open-weights, high-performance models (such as Llama 3, Mistral, or Gemma) onto dedicated, sandboxed virtual machines inside AWS, Azure, or private cloud environments.

3. Agentic Workflow Automation

We construct intelligent agents capable of autonomously parsing documents, executing database lookups, generating standard reports, and updating legacy directories.


🛠️ Performance & Scalability Specs

  • Sub-Second Latencies: Structured prompt caching and model quantizations.
  • Absolute Compliance: Isolated cloud directories with GDPR/HIPAA-compliant networks.
  • Precise Source Citations: No generic hallucinations; every response highlights source files.

[!IMPORTANT] Schedule a Scoping Scoping Call: Secure your corporate intelligence with local, private systems. Contact our engineering team today at info@infodoor.ca.