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Decision frameworks, not trend commentary.

Practical writing on AI adoption for people who have to defend the decision afterwards.

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A single path splitting into two diverging routes, viewed from above. An abstract decision map

DECISIONS

Do I really need AI?

Honest questions to ask before adopting. Sometimes the answer is "not yet", and that's a decision worth defending.

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Two line curves over a time axis intersecting at a highlighted point. A stylised ROI chart

ROI

How to work out ROI with AI

A framework to calculate whether AI investment pays for itself: formula, inputs, and the three mistakes that quietly break most ROI cases.

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Stylised server rack with three shelves of GPU cards, rendered as flat geometric shapes

INFRASTRUCTURE

Self-hosted GPU comparisons

Cost per token for running LLMs locally, across RTX 4090, 5090, 5080, and 20+ other GPUs. When self-hosting becomes the cheaper answer.

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A dashed perimeter with a solid arrow crossing outward toward a cloud form. Data leaving a trusted zone

STRATEGY

Challenges of consuming AI from a third party

Why cloud-only AI breaks down at scale, and the four questions that separate a safe buy from a risky one.

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Five geometric shapes connected by curved lines converging on a central node. An abstract systems constellation

STRATEGY

Using AI to link disparate systems

Natural language is turning out to be the cheapest glue between CRM, ticketing, knowledge bases, and sales tools. Here's where it works and where it doesn't.

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Three identical boxes on a shelf beside a single tailor's mannequin, divided by a thin line. Off-the-shelf versus bespoke

DECISIONS

Off-the-shelf vs bespoke

When to buy SaaS, Copilot, or HubSpot AI, and when to build or tailor. A decision framework for the middle ground most teams live in.

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Five identical human silhouettes in a row, with a faint sixth silhouette fading to the right

STRATEGY

The AI redundancy fallacy

Why workforce cuts sold as "cost optimisation" don't add up. SMEs are already the skeleton. AI should give them room to breathe, not excuse thinning it further.

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Six connected boxes representing the carbon chain from token to cost, with the middle four steps shaded to indicate cloud AI gaps

GOVERNANCE

The ESG story cloud AI can't tell

Tokens, kilowatts, and carbon sit on the same chain, but cloud AI breaks it. A practical framework for closing the Scope 2 loop on AI workloads without pretending the rest of your reporting is easy.

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Decision frameworks, not trend commentary.

All articles

Do I really need AI?

How to work out ROI with AI

Self-hosted GPU comparisons

Challenges of consuming AI from a third party

Using AI to link disparate systems

Off-the-shelf vs bespoke

The AI redundancy fallacy

The ESG story cloud AI can't tell