Obnovit

Category: AI ROI & Business Use

August 26, 2026

Why A Diagnosis Is Needed Before We Build

When a process system underperforms, no competent engineer rips it out and installs a new one on a hunch. They instrument it, find where...

April 14, 2026

AI ROI for Engineering Firms: The Complete Business Case Guide

The Executive-Finance Squeeze: AI ROI Every week I talk with engineering managers and principals caught in the same squeeze: CEO wants AI because competitors...

April 10, 2026

The 8 Beliefs Keeping Engineering Firms Stuck on AI

Key Takeaways: Engineering firms are blocked by belief systems that do not respond to feature lists or vendor demos, and addressing those beliefs is...

April 8, 2026

The Efficiency Trap

Key Takeaways: UC Berkeley researchers found that AI did not free up workers’ time but instead intensified their workload, which means leaders must decide...

April 4, 2026

Why AI Integration Fails Without the Engineering Mindset (And the 3-Phase Fix)

Key Takeaways Only 27% of architecture, engineering, and construction (AEC) firms currently use AI, yet 94% of those who do plan to expand usage—creating...

March 27, 2026

You Don’t Have a Starting Point Problem

Key Takeaways: “I don’t know where to start” is the most common AI adoption blocker, and it masks a deeper fear of looking incompetent...

March 12, 2026

From Fortune 500 to Founder: The Band-Aid Decision Engineers Eventually Have to Make

I used to believe I could build a business the same way I built project plans. Nights. Weekends. Steady progress layered on top of...

March 9, 2026

Two Paths After Going Independent: Own Your Job or Build a Business That Runs Without You

Create your own job, or build a business that runs without you There are two broad pathways when going independent. Both can work. Both...

March 6, 2026

The Bridge Engineers Use to Move From W-2 to Consulting

At some point, the question stops being theoretical. Do I keep doing this half-in, half-out? Or do I rip the band-aid off, step off...

February 20, 2026

Keep It Simple: The Hidden Tax of Software Bloat

Your Tech Stack Is a Throughput Problem, Not a Tooling Problem Key Takeaways Software bloat is a throughput problem, not just an annoyance. Every...