Build notes on AI agents & automation
How we ship production AI: agents, RAG pipelines, Microsoft 365 integrations, our products, and the engineering decisions behind them.
Building StatementIQ: A Bank Statement Analyzer That Proves Every Row, Not Just Reads It
How we built StatementIQ — an offline, deterministic bank statement reconciliation tool that mathematically verifies every transaction against the statement's own running balance, categorises for the books, and exports straight to Tally. No AI, no API key, no network calls.
August 29, 2026 · 6 min read
The Task Approval Agent: Human-in-the-Loop AI Automation for Email-Driven Work
How we built an AI agent that reads incoming email, classifies actionable tasks, and routes them through a human-in-the-loop approval flow using Teams Adaptive Cards. A blueprint for safe AI workflow automation.
June 10, 2026 · 4 min read
Building SmartMeet AI: A Meeting Intelligence Agent Inside Microsoft Teams
How we built SmartMeet AI — a Teams bot that records, transcribes with Whisper, summarises and archives meetings to SQL Server. A deep dive into the AI workflow automation and the production bugs we fixed along the way.
June 4, 2026 · 4 min read
How We Ship Production AI Agents (Not Demos): The GenAIWorks Playbook
Most AI projects die at the demo. Here's the engineering playbook GenAIWorks uses to ship AI agents and automation that survive real production traffic — RAG, guardrails, monitoring and ROI tracking.
May 28, 2026 · 4 min read