Blog
Ideas, cases & AI insights
How we build AI products — case studies, tutorials and lessons from the field.
Case study
Virtual Survey Moving: What Actually Changes When You Automate the First Look
How we rebuilt the pre-move estimate flow for MoveAI and what broke before we shipped something dispatchers actually trusted.
Guide
AI Chatbot Development: Architecture Decisions That Actually Matter
A practical breakdown of the stack, tradeoffs, and failure modes we hit building production AI chatbots — from dispatcher automation to loyalty bots.
Tutorial
AI Chatbot Development: A Real Build From Constraint to Code
Skip the buzzword pitch. Here's the exact architecture, decisions, and tradeoffs from building TER.A Coffee's Telegram loyalty bot.
Case study
TER.A Coffee: Telegram Loyalty Bot Without an App
How we built a loyalty system for a coffee shop on Telegram — 325+ active users, zero infrastructure cost, no app download required.
Case study
AI Chatbot ROI for Small Business: What We Actually Measured
Two deployments, real cost data, and the failure that cost us three weeks — what actually drives ROI in small business AI chatbots.
Case study
Prompt Caching Cut Our API Costs 60%: A Real Breakdown
How we reduced Claude API spend by 60% across two production products using prompt caching — with the exact tradeoffs we hit.
Guide
LLM Selection for Production AI Products: A Practical Guide
Cut through model hype with a framework built from shipping real AI dispatchers and loyalty bots — latency, cost, and capability tradeoffs explained.