6 Lessons From 18 Months of Enterprise AI Adoption (And What They Mean for Your Rollout)
Most enterprise AI pilots don’t fail because the technology doesn’t work. They fail because organizations skip the unglamorous parts — training, measurement, and knowing which tasks are actually worth the tokens. Here are six lessons drawn from watching (and helping run) real AI rollouts over the past 18 months, for any C-suite leader who feels […]
Human-in-the-Loop vs. Expert-in-Command: 7 Questions C-Suite Leaders Are Asking About AI Governance
“Human in the loop” was the right phrase for the first wave of AI adoption. It isn’t strong enough for the wave we’re in now. As AI agents move from pilots into critical technologies , the question boards are asking isn’t “did a person review this?” — it’s “who is accountable for what this produces?” […]
Measuring AI Value in Software Development: What Shipped, Not What Was Generated
Most CTOs can report exactly how much their AI development tools are being used. Licenses activated, prompts submitted, tokens consumed, lines of code generated: all of it sits in a dashboard, and all of it trends up. What far fewer can report is whether any of that reached customers, cleared the backlog, or moved a […]
How to Measure Developer Productivity in 2026
Learning how to measure developer productivity has become one of the harder problems in engineering leadership. Most organizations have heard of DORA metrics. Far fewer use them to drive decisions. They measure them, sometimes, but the numbers sit in a dashboard that gets reviewed quarterly, if at all, and never changes how work gets prioritized […]
Strategic Framework for Evaluating Nearshore Software Development Partners
For CTOs and VPs of engineering, the decision to engage nearshore software development partners is a strategic choice that can accelerate or derail critical initiatives, not a routine procurement exercise. Yet too many organizations approach vendor selection through the narrow lens of cost comparison, missing the factors that actually determine success. The wrong partner can […]
The Engineering Partner Relationship PE-Backed CTOs Actually Want
There’s a version of the external engineering partner conversation that most CTOs have experienced and hated. A vendor shows up, presents a large deck full of capability slides, talks about their “proven methodology,” and then the engagement kicks off with six weeks of discovery before anything ships. Twelve months later, the relationship has produced documentation, […]
Why Token Costs Are Breaking the CFO Budgets in 2026
AI token costs have gone from a minor technology detail to a board-level budget problem in under a year. Twelve months ago, “token cost” wasn’t a line item on most CFOs’ radar -now it’s showing up in all the wrong places: across the news, internal memos, budget freezes, and earnings calls. Uber gave its engineers […]
Why Enterprise Engineering Needs an Embedded Engineering Partner
The traditional project-based IT model made sense once. Software had a beginning, a middle, and an end. You scoped it, built it, shipped it, and moved on. Now, teams are constantly shipping features, modernizing platforms, reducing technical debt, responding to customer feedback, and adopting new technologies like AI. Yet many engineering partnerships are still built […]
AI FinOps: The Cost Problem Nobody Planned For
You approved the AI tools. You rolled them out. Developers are using them, agents are running, and productivity is up. At least, that’s what everyone keeps saying. What almost nobody set up alongside all of it was AI FinOps, the practice of actually governing what you spend. Then the invoice arrives. If you’re a CTO, […]
Tips for Leading Software Development Teams in the Age of AI
Leading software development teams has never been more challenging, or more exciting. The software world is booming, and with it, new organizations and ideas are pushing the limits of the market and creating new tech solutions at a mind-blowing rate. These solutions depend on the teams of talented developers, designers, DevOps engineers, and QAs that […]