Solopreneur Workflow: Simplifying Big Data Analysis with AI Agents

APR 6, 202613 MIN
Lone Wolf Unleashed - avoid exhaustion, reclaim your time using tools, systems and AI

Solopreneur Workflow: Simplifying Big Data Analysis with AI Agents

APR 6, 202613 MIN

Description

Your AI tool isn't broken. It's just full.Hi, I'm Mike Fox, host of this podcast, "Lone Wolf Unleashed." I help solo founders systemise their businesses so they can switch off sooner and live larger. This week I'm pulling back the curtain on a real data project: 103,000 rows, a client locked into Microsoft Copilot, and a categorisation task that would've taken weeks to do manually.Here's what I worked through — and what you can take straight into your own business.The context window is the AI's working memory. Once it runs out, the quality of your outputs tanks — or the conversation just stops. Understanding this constraint is the difference between AI that saves you hours and AI that wastes them.Working within real-world limitations (not every client is on Claude), I built a strategy to break down a massive data set into token-efficient chunks, set up a structured workflow for Microsoft Copilot to process them in sequence, and then used a manager-agent review layer to QA the outputs before any human had to.The same principles apply whether you're running Claude, ChatGPT, or whatever tool your organisation has decided is the one. The constraints change. The framework doesn't.What you'll learn:What a context window is and why it limits what your AI can do with large data setsHow to make your data and your prompts token-efficient before you send themA practical chunking strategy for splitting large Excel or CSV files across multiple AI sessionsHow to use a manager-agent role to review and QA your AI outputsWhich model settings to use for heavy analytical tasksIf you're using AI to make decisions — not just write emails — this episode is for you.Resources, frameworks, and tools: lonewolfunleashed.com/resourcesMentioned in this episode:This podcast is part of the Podknows Podcasting ICN NetworkYou might also like...Check out the "Websites Made Simple" podcast with Holly Christie at https://websitesmadesimple.co.uk/