Blog

AI Integration Engineering — No Hype, Just Engineering

Practical insights on building AI systems that work for real businesses.

Pricing
9 min read

How Much Does AI Integration Cost for Small Business? Honest Pricing Guide (2026)

Transparent pricing for RAG knowledge bases, custom agents, and managed AI ops. What to budget, what drives costs, and how to calculate ROI.

 Strategy
7 min read

AI Integration vs AI Consulting: Why Your Business Needs an Engineer, Not a Strategist

Two companies each spend $50K on AI. One gets a strategy deck. The other gets a working system. Guess which one sees ROI.

 Technical
8 min read

RAG Pipelines for Business: What They Are and Why You Need One

Your company's most valuable knowledge is trapped in documents, databases, and people's heads. RAG pipelines fix that.

 Technical
9 min read

RAG vs Fine-Tuning: Which Does Your Business Actually Need?

One teaches the AI your data. The other changes how it thinks. Most people confuse them — here's the honest breakdown from someone who builds both.

 Infrastructure
10 min read

Vector Database Comparison 2026: pgvector vs Pinecone vs Weaviate vs Chroma

You need to store embeddings for RAG. Here are your actual options, what they cost, and which one to pick. Opinionated recommendations included.