Enterprise AI Engineering
Custom AI Engines
& RAG Architecture
Moving beyond “wrapper apps”. We build production-grade AI systems that own your data, not rent it.
While others sell chatbot integrations, we architect the infrastructure layer: vector stores, retrieval pipelines, private model deployments, and autonomous agents.
System Architecture
What We Actually Build
Your Data Sources
Documents, databases, APIs, knowledge bases
Intelligence Layer
This is what we build. Custom retrieval, embedding pipelines, and orchestration logic.
Vector Store
pgvector / Pinecone
LLM Layer
vLLM / Claude API
Orchestration
LangChain / Custom
Production Results
Grounded answers, autonomous actions, workflow execution
Standard AI models do not know your business. They hallucinate because they lack context about your documents, processes, and domain knowledge.
Context-Aware Retrieval Systems
Advanced RAG
We build vector databases and retrieval pipelines that ground AI responses in your actual data. Custom embeddings, chunking strategies, and retrieval logic tuned for your specific use case.
The Deliverable
A Private Oracle for your internal knowledge
Tech Stack
Sending sensitive financial data, customer PII, or proprietary IP to OpenAI or Anthropic is a compliance and security risk your legal team will not approve.
Local & Private Model Deployment
The Security Play
We quantize and deploy open-source models (Llama, Mistral, Qwen) on your own VPC or on-premise infrastructure. Full control over your inference layer.
The Deliverable
Zero-Data-Leakage AI Infrastructure
Tech Stack
Chatbots just talk. They answer questions but cannot take action. Your operations need AI that executes multi-step workflows autonomously.
Agentic Workflows
Beyond Chatbots
We build AI agents that can read emails, query databases, update CRMs, draft documents, and coordinate across systems. Reliable execution with human-in-the-loop guardrails.
The Deliverable
Autonomous Loops for Operations
Tech Stack
Anti-Commodity Positioning
What We Don't Build
Generic support chatbots
Use Intercom, Zendesk AI, or Freshdesk. These are commodity products.
“Prompt engineering” workshops
YouTube is free. We build systems, not slide decks.
Thin wrappers around OpenAI APIs
Any developer can call an API. We build the infrastructure around it.
We build assets—proprietary code, custom pipelines, and production infrastructure that add value to your company's IP. Not temporary fixes that disappear when the vendor changes their pricing.
Is This Right For You?
Good fit if:
- ✓You have proprietary data that makes generic AI useless
- ✓Security/compliance prevents using third-party AI services
- ✓You need AI that takes action, not just answers questions
- ✓Engineering team exists but lacks AI/ML expertise
Not a fit if:
- —You just want a chatbot on your website
- —No internal engineering capacity to maintain systems
- —Looking for a quick demo without production intent
- —Need off-the-shelf solutions, not custom architecture
Ready to build real infrastructure?
Skip the discovery call theater. Send us your architecture problem and we will tell you if we can help.
Describe Your ProblemOr email directly: ai@inuxo.com