Tag: operations
Revenue per employee is the only number that survives AI
Most operating metrics get noisy or gamed once AI absorbs the task work. Revenue per employee stays hard to fake. When Facebook bought WhatsApp for about 19 billion dollars, the company had 55 people. That ratio, output per head, is the acid test of whether AI bought you a real gain in output.
The dashboard delusion
A dashboard is a decision you have stopped making. Goodhart law corrupts the metric the moment it becomes a target, and watching a number feels like managing it. Name the decision each dashboard should trigger and the one person who owns it, or delete the dashboard.
What SOC 2 actually is and why most explanations get it wrong
SOC 2 is not a certification. It is an AICPA attestation report issued by a licensed CPA firm expressing an opinion about your controls. Most vendor websites, sales decks, and even compliance platforms get this basic fact wrong, and the confusion costs companies real time and money.
Why GRC platforms are less useful now that AI exists
GRC platforms like Vanta and Drata solved the organization problem for compliance teams. But AI solves that same problem and does the actual compliance work too. The value proposition for platforms costing tens of thousands annually is eroding fast when AI can collect 99 of 123 evidence items in four sessions.
How we replaced our SOC 2 compliance platform with AI and Google Drive
SOC 2 compliance platforms charge thousands annually for what is essentially organization software. We moved to a Git repository, Google Drive for auditor access, and AI for the tedious work. The only cheque we write now goes to our CPA firm for the actual audit.
Retail AI: from customer service to inventory
Everyone builds chatbots while inventory sits overstocked and schedules waste labor. Backend retail AI operations, from SAP to Kroger, deliver measurable ROI that customer-facing features cannot match. Inventory forecasting cuts stockouts sharply, scheduling trims labor costs, and loss prevention stops billions in shrinkage. The wins hide in operations, not conversations.
Why most AI strategies are venture capital theater
Most AI strategies are elaborate 50-slide performances designed to impress investors and boards. Steve Blank calls this innovation theater. RAND reports more than 80% of AI projects fail because the boring operational work that creates actual value gets ignored.
AI for real estate: beyond property valuation
Automated valuations consistently disappoint. The Zillow Zestimate carries a median error near 2% on-market and far higher off-market. With 88% of commercial real estate firms piloting AI yet only 5% achieving their program goals, the real ROI is in operations like tenant screening, predictive maintenance, and lease processing.
Claude for operations teams: the practical guide
How to roll Claude out to an operations team: why it suits process and compliance work, where to start, which features matter, and how to keep people using it after the first month. Analytics teams at IG Group report saving 70 hours a week with Claude.
The $0 productivity upgrade most developers miss
Your Mac and Linux machines come with grep, find, and cat - tools from the 1970s. Modern alternatives like ripgrep and fd run 10-100x faster, output JSON for AI workflows, and install in 30 minutes.
Your Windows laptops are costing you developer productivity
Most companies hand developers Windows machines and wonder why work takes longer than it should. The problem is not the hardware. It is 37 missing tools that Unix and Mac provide out of the box.
The 3-day AI audit that found millions in hidden opportunities
RAND Corporation research shows more than 80 percent of AI projects fail. A focused 3-day audit measuring cognitive load and workflow fragmentation uncovers millions in hidden automation opportunities.