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AI Engineering

Applied AIthat ships

Production-ready systems — RAG, agents, OCR, and LLM integrations with evaluation, guardrails, and monitoring from day one.

What we build

  • RAG & enterprise search
  • Agents & copilots
  • OCR & document automation
  • LLM integrations with guardrails
Part of our services offering →

AI Offerings

Comprehensive AI capabilities for enterprise applications

RAG / Enterprise Search

Semantic search across millions of documents with accurate, context-aware answers and source citations.

AI Assistants & Agents

Intelligent agents with tool integration, memory, and reasoning capabilities for complex workflows.

OCR / Document Automation

High-accuracy OCR and ICR systems for document processing, classification, and data extraction.

Recommendation Systems

Personalized recommendation engines using collaborative filtering, content-based, and deep learning approaches.

Forecasting / Optimization

ML models for time series forecasting, demand prediction, and supply chain optimization.

LLM Integrations & Guardrails

Secure LLM integrations with guardrails, cost optimization, monitoring, and compliance controls.

How RAG works in production

A reference pipeline we implement and harden for client deployments

RAG Architecture

Production-ready pipeline for semantic search

Document Ingestion
Load and process documents
Chunking & Embedding
Split text and create embeddings
Vector Store
Store embeddings for search
Query & Generation
Retrieve context and generate answers

Reference Architectures

Illustrative patterns we use in production AI work — not named client engagements

RAG Architecture

Document Ingestion
Chunking & Embedding
Vector Store
Query & Generation

Agent Loop

User Query
Planning
Tool Execution
Observation
Response

Document Processing

Upload & Preprocessing
Classification
Extraction
Validation & Output

Responsible AI & Security

Built with privacy, evaluation, and monitoring at the core

Privacy & Compliance

Data encryption, access controls, and compliance with GDPR, HIPAA, and industry standards.

Evaluation & Testing

Comprehensive evaluation frameworks, A/B testing, and continuous model validation.

Monitoring & Observability

Real-time monitoring, alerting, and observability for AI systems in production.

Engagement Models

Flexible approaches to fit your needs

Workshop

Discovery and strategy sessions to understand your needs and define AI opportunities.

Prototype Sprint

Rapid prototyping to validate AI approaches and demonstrate value quickly.

Build Phase

Full development and deployment of production-ready AI systems.

Support & Optimization

Ongoing support, monitoring, and continuous improvement of AI systems.

Ready to build AI systems that deliver?

Let's discuss your AI needs and how we can help you achieve your goals.