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Notes from the practice.

How real businesses are using AI. Written from inside the engagements we run.

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AI Strategy · · 14 min read

How to Measure the ROI of AI Training (and Why Most Programs Can't)

Completion rates and satisfaction scores don't tell you if AI training worked. Here's a practical framework, the KPIs that matter, and how to measure each one.

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AI Strategy · · 16 min read

The AI Operating Model: How to Unbundle Work and Rebuild It Around Agents

A practical framework for unbundling roles into tasks, assigning work across people, agents, and software, and rebuilding how the company operates.

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Geometric balance scale weighing a gear against a stack of coins
AI Strategy · · 13 min read

How to Calculate the ROI of an AI Agent Before You Build It

A practical framework for estimating AI agent ROI, including capacity, revenue, quality, risk, implementation costs, and a worked business case.

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AI Strategy · · 14 min read

Is This Workflow Ready for an AI Agent? A 12-Point Assessment

Score any business workflow across 12 practical criteria to decide whether it is ready for an AI agent, needs redesign, or should remain human-led.

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Geometric laptop with task cards, envelopes and a gear
Tutorials · · 21 min read

Building a Grok Bot Army: The Ultimate Guide for Small Businesses

Build useful Grok Bot teammates with the right company context, approval rules, role files, workflows, and weekly operating rhythm.

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Geometric office building with interlocking gears
AI Strategy · · 17 min read

What an AI-Native Company Actually Looks Like

See what changes when AI becomes part of how work actually happens: operating models, AI employees, team roles, governance, and measurable business outcomes.

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Geometric cobalt lighthouse representing leadership and direction
AI Strategy · · 10 min read

Your Best AI Strategy Starts at the Top

Why executive AI adoption determines whether transformation sticks, and a practical approach for leaders to model the behavior they expect from their teams.

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Geometric funnel, document cards and an in-tray representing a sales pipeline
AI Strategy · · 18 min read

Why Your Sales and GTM Team Needs an AI Operating Model, Not More Tools

See how an AI operating model connects lead research, discovery, proposals, pipeline, handoffs, and expansion into one intelligent sales workflow.

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Cobalt document and magnifying glass representing an AI audit
AI Strategy · · 19 min read

The AI Audit: What It Is, What You'll Learn, and How to Run One

Learn how to run an operational AI audit with a six-part framework, maturity model, interview plan, opportunity scorecard, and practical DIY checklist.

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