Notes on building real AI
Practical, engineer's-eye writing on building production-grade AI systems that do real work.
AI Strategy
3 Insights
The Real ROI of AI Automation: How to Measure It in 2026
AI automation ROI explained for 2026: a simple framework to measure time saved, cost reduced, and revenue gained, plus realistic benchmarks and common pitfalls.
What Does It Cost to Build a Custom AI Solution? A 2026 Pricing Guide
Custom AI development cost in 2026: what drives pricing, typical ranges by engagement type, and how to de-risk your investment with a pilot and audit first.
Custom AI Solutions vs Off-the-Shelf Software: How to Choose in 2026
Custom AI solutions vs off-the-shelf software in 2026: honest trade-offs on cost, fit, data, and integration, plus a framework for choosing the right path.
AI for Agencies
1 Insights
How Social Media Agencies Scale Content With AI (Without Hiring More People)
AI for social media agencies: how an AI content engine runs research, creation, scheduling, and reporting so agencies scale output without hiring more staff.
Ecommerce AI
2 Insights
How to Reduce "Where Is My Order?" Tickets With an AI Support Agent
Learn how to reduce WISMO tickets with an AI support agent. Deflect 60-70% of "where is my order?" questions, cut costs, and free up your support team.
AI for Ecommerce in 2026: 7 Workflows That Cut Costs and Recover Revenue
AI for ecommerce in 2026: 7 practical AI workflows that cut support costs, recover abandoned carts, reduce returns, and scale catalog content for online stores.
Enterprise AI
4 Insights
RAG Explained: How to Put AI to Work on Your Own Company Data
Retrieval augmented generation (RAG) lets AI answer using your own company data. Learn how RAG works, why it reduces hallucinations, and how to build it well.
AI Chatbots vs AI Agents: What's the Difference and Which Do You Need?
AI agents vs chatbots: what's the real difference? Learn how reactive chatbots compare to autonomous, action-taking AI agents and which you need.
Intelligent Document Processing: How AI Turns Documents Into Usable Data
Intelligent document processing uses AI to turn invoices, contracts, and forms into structured data. Learn the IDP pipeline and why it beats manual entry.