12 posts

Automation

Everything I've written about automation.

Pharmacy shelves with purple-highlighted optimal stock levels and predicted gaps, depicting AI inventory forecasting accuracy gains.

AI inventory forecasting: 50% to 90% accuracy

How Super-Pharm used AI to improve inventory accuracy from 50% to 90% and make demand forecasting 10x more efficient across 290 stores.

18 Mar 20265 min read

Nine illuminated display cases showing miniature business scenes, representing real AI case studies from small businesses.

Case Study AI Small Business Automation

9 real AI case studies from small businesses (with data)

Genuine case studies from named businesses showing exactly how AI saved time, cut costs, and increased revenue. No hype, just numbers.

11 Feb 20267 min read

PDF page being laser-deconstructed into structured text, table, and image layers, showing modern PDF parsing techniques.

Automation Python Technical Tools

PDF parsing in 2026: what actually works

A practical comparison of PDF parsing tools and approaches in 2026. From pdfplumber to vision models, here's what works for invoices, contracts, and forms.

28 Jan 20266 min read

Welcome mat with purple-lit path leading through an open doorway, symbolizing automated SaaS customer onboarding flow.

Automation SaaS Case Study Technical

How I'd automate customer onboarding for a SaaS company

A practical walkthrough of automating SaaS customer onboarding: welcome sequences, data collection, account setup, and smart check-ins. No enterprise tools.

19 Nov 20258 min read

Traditional accounting ledger transitioning into a modern tablet with charts, representing Xero and QuickBooks automation.

Automation Python Small Business Technical

Automating Xero and QuickBooks: what's possible in 2026

A practical guide to automating accounting workflows with Xero and QuickBooks APIs. Invoice processing, reconciliation, and reporting.

12 Nov 20255 min read

An abstract illustration of invoice documents moving through a structured validation workflow.

Design Exercise Automation Data Quality Architecture

Design exercise: a trustworthy invoice-processing workflow

An illustrative architecture exercise for invoice extraction and reconciliation, with human review, validation, observability, and production-readiness boundaries.

05 Nov 20254 min read

Paper invoices lifting off a stack and dissolving into purple digital particles flowing into a scanner, depicting automated invoice processing.

Automation Python AI Technical

How I'd automate invoice reconciliation for a small business

A design walkthrough of a reference invoice-matching pipeline: PDF extraction, fuzzy matching, validation, and human review.

29 Oct 20255 min read

Glass pipeline carrying flowing purple liquid through valves and junctions, representing a Python data pipeline architecture.

Python Automation Data Technical

Building a data pipeline with Python: a practical guide

How to build a reliable data pipeline in Python for small business automation. Ingestion, transformation, storage, and scheduling with real code examples.

15 Oct 20256 min read

Plastic building blocks beside precision metal gears, contrasting plug-and-play Zapier with custom-built automation.

Automation Strategy Guide No-Code

Zapier vs Custom Automation: When to Switch

Zapier works until it doesn't. Here's how to tell when your business has outgrown no-code automation and what a custom-built alternative actually costs.

08 Oct 20257 min read

Row of rubber stamps automatically pressing purple marks in sequence, illustrating no-code repetitive task automation.

Automation No-Code Small Business Guide

How to automate repetitive tasks without writing code

A guide to no-code automation tools for small businesses. Zapier, Make, and built-in features you're probably not using. Start saving hours this week.

01 Oct 20256 min read

Railway switch with rigid steel rails on one fork and flexible purple fiber-optic cables on the other, contrasting rules-based and ML approaches.

Strategy Automation Machine Learning Guide

Rules-based automation vs machine learning: which do you need?

A clear breakdown of when to use simple rule-based automation and when machine learning is worth the complexity. Decision framework with real examples.

24 Sept 20256 min read

Open leather wallet with purple-glowing coins beside a calculator, representing AI automation cost analysis.

AI Automation Small Business Pricing

How much does AI automation cost for a small business?

Realistic pricing for AI automation projects: what affects the cost, typical price ranges for common use cases, and how to avoid overspending on your first build.

13 Aug 20256 min read

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