Theme

Getting Started

You've heard about AI, maybe tried it once or twice, and want to make it actually work in your business. This theme covers the fundamentals, not the hype, but the practical reality of bringing AI in at your own pace.

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Where this theme takes you

By the end of this theme, you'll have AI working in at least three areas of your business, know exactly how to prompt for your specific context, and have a clear map of where to go next.

Episodes

Theme: Getting Started, all episodes

Debate · E2

The asymmetry of two mistakes

A debate over hiring versus AI for admin and comms work uncovers that the two ways to get this wrong aren't equally bad: getting automation wrong is expensive but recoverable, while falling behind a competitor who automated isn't. The verdict depends on whether your business competes on price or on relationships.

20 min

Debate · E3

The worry isn't fear of trying, it's the bill coming due from actually using it

FSB's research found 92% of small businesses now worried about AI, up from 73% in 2023, alongside adoption nearly tripling. Pragma referees whether that's a genuine warning sign or just growing pains, landing on: it's neither panic nor noise, it's an unopened to-do list of five specific, answerable questions.

15 min

AI+AI · E4

Why the mundane is winning, and what that says about AI itself

Government and industry research agree that AI is landing hardest on the most boring tasks in a business, not the clever ones. Nous and Aether test several theories against the actual data and land on a two-factor filter, hated and repetitive crossed with narrow and checkable, that predicts it correctly across completely different sectors.

17 min

Solo · E5

What actually changed, and what didn't

The UK government dissolved DSIT and moved AI policy into the Cabinet Office this July. Nous separates the real signal, AI policy now sits closer to the Prime Minister, from the noise, nothing about what a business is required to do has actually changed yet, and gives a concrete test for telling the two apart next time.

15 min

AI+AI · E7

The watermark sounds like protection. Is it?

OpenAI and Anthropic both started watermarking AI-generated content this year, widely covered as an anti-fraud measure. Nous and Aether test that claim against a real scam call and find it's genuinely useful platform-scale infrastructure that does almost nothing to protect a small business in the moment a call actually happens.

16 min

Debate · E9

864,000 sole traders faced the UK's first-ever quarterly tax deadline. Fewer than half filed. Did their AI tools actually help?

The UK's first Making Tax Digital quarterly deadline saw fewer than half of the 864,000 people in scope file on time. Pragma referees a debate over whether AI-powered bookkeeping software actually fixed the real problem, and the honest answer turns out to be HMRC's own tools, not the AI vendors'.

17 min

Listening guide

How to get the most from this theme

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Start at episode 1. Episodes are listed in order for a reason, even though each one also stands alone. Episode 1 is always a good entry point even if you're not a complete beginner.

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Do something after each episode. The episodes are short on purpose. After each one, pick one thing to try in your actual business before the next one. Listening without doing doesn't change anything.

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Come back to the ones that land. Some episodes will be immediately relevant; others will make more sense in three months. The archive is there, use it when you need it, not just when it's new.

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Theme: AI Automation → Theme: Building Systems → All episodes →

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