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AI in production, in practice.

Real workflows, measured outcomes, and the lessons from an 18-month internal rollout - no hype.

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Overhead view of printed release notes, changelog, deprecations and weekly digest pages laid in a row on a slate desk
AI Adoption

Make Following AI Releases a Company Rule Before Your Assumptions Expire

Companies that try to keep up with AI news usually stumble on ownership. The field moves fast and every leader knows it, yet very few companies have decided…

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Team around an oak table with laptops during an AI workshop while a wall screen shows Copilot drafting a follow-up email
AI Adoption

You Bought Everyone an AI License. Now Teach Them to Use It.

Month eleven, and the renewal quote for the company's AI seats is on the COO's desk. Every seat is assigned. The admin dashboard shows a tall spike of logins…

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Overhead flat-lay of six printed AI coding tool plan sheets in a row on a slate desk, connected by a thin ink line, with one amber sticky tab
AI Adoption

Your Developers Picked Their AI Coding Tool. Now You Have to Buy It.

The request that reaches procurement is three words long. We want Cursor. What procurement has to answer is a security questionnaire, a seat forecast, and a…

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An unoccupied office cubicle desk with an angled monitor still running a dark chat interface, keyboard, cold mug and desk phone
AI Adoption

Why Nobody Uses the Internal AI Tool You Launched Three Months Ago

The internal AI tools that die are almost never the broken ones. They answer correctly, they stay up, they cost what they always cost, and they get abandoned…

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Split-frame photo of two printed estimate sheets side by side, a short one headed Pilot and a long annotated one headed Production
AI Adoption

Why Your $200 AI Pilot Turns Into a $200,000 Production Bill

Two hundred dollars of API credit is enough to build something that looks finished. It handles the demo case, it answers in the right tone, and by the end of…

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A worn brass micrometer laid horizontally against a pale grey backdrop under a single overhead museum spotlight
Agentic Engineering

How Do You Know Your AI Works? Vibes Are Not a Metric

Three people read about forty outputs between them. Everyone agreed it looked good. That was the evaluation, and it is the one running in most companies…

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Overhead flat-lay of four near-identical printed revenue table extracts on slate, connected by an ink line, one marked with an amber tab
AI Adoption

Your Data Is the Bottleneck, Not the Model

Ninety percent of organizations say their data is AI-ready. Eighty-seven percent say data readiness is the single biggest thing stopping them from putting AI…

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Two unbranded printed report covers on a slate desk beside a forecast-range sheet with two of its three figures circled in ink
AI Adoption

Do Your Market Research Before You Build an AI Product

A demo proves the model can do the thing. It proves nothing about whether anyone will pay to have the thing done. For most software those two answers arrive…

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A cork board of pinned paper idea cards, five crossed out in black ink and one circled in red with an arrow drawn to it
AI Adoption

Stop Writing Better Prompts and Start Killing Worse Ideas

The fourth revision of the prompt is better than the third. The role framing is tighter, the output schema is explicit, the few-shot examples have been swapped…

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