Insights
Field notes on operations, software, and supervised AI.
What we've learned designing, staffing, and building operational software for operations-heavy businesses.
CDAP Is Gone. Here's What Actually Replaced It.
Half the advice about funding digital work in Canada still points at a program that closed in 2024. Here is the 2026 funding stack that actually exists — BDC's LIFT, the provincial job grants, and a much bigger SR&ED — and how the pieces fit together.
Why Supervised, Human-Gated AI Agents Beat Autonomous Ones for Back-Office Work
Fully autonomous agents demo well and fail expensively. For real back-office work, the agent that drafts and waits for a human click is the one that survives contact with production.
What a Client Portal and Billing Automation Actually Take Off a Finance Team's Plate
The value of finance software is not the dashboard. It is the recurring, low-judgment work it quietly removes from every week — without letting anything leave the building unreviewed.
In Healthcare, an AI That Says 'I Don't Know' Beats One That Guesses
Grounded retrieval and human approval gates are not features you bolt onto a clinical AI later. They are the reason it is safe to use at all.
Systematize Before You Automate: Map the Operation Before You Build the Software
Automation applied to a broken process just produces broken results faster. Here is why we insist on mapping and systematizing an operation before a single screen gets built.