From production

What We've Learned

Lessons from hundreds of n8n workflows. No theory. Just what actually works when you need AI automation to ship.

AI readiness checklist: five checks before you automate a workflow
AI for BusinessAI Automation

AI readiness checklist: five checks before you automate a workflow

Readiness gets assessed at two levels. Organization readiness plans the program; workflow readiness picks the next build. This is the second one: five checks, scored out of 25, in about five minutes, with your weakest check named so you know what to strengthen first.

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11 min
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Claude for Small Business (2026): all 15 workflows, the real cost, and when to skip it
AI for Business

Claude for Small Business (2026): all 15 workflows, the real cost, and when to skip it

Claude for Small Business is a plugin for Claude Cowork with 15 ready-to-run workflows and 15 skills. Here's what's in it, how it compares to ChatGPT Team, and a decision tree for picking the right setup.

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16 min
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The Gauntlet Loop, tested: four runs of Matt Shumer's method
AI DevelopmentVibe Coding

The Gauntlet Loop, tested: four runs of Matt Shumer's method

Matt Shumer's Gauntlet Loop, run four times on real projects: three browser games and an SEO overhaul. What the viral prompt leaves out, and what actually decides success.

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16 min
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How to Automate Invoice Processing: An Operator's Guide
AI for BusinessBest Practices

How to Automate Invoice Processing: An Operator's Guide

The five steps every invoice automation runs, the extraction step where projects actually fail, real 2026 pricing from $0 to $89 per user, and the invoices you should not automate at all.

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19 min
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Your CLAUDE.md File Is Too Long: The Context Diet That Cut Mine 87%
AI DevelopmentClaude Code

Your CLAUDE.md File Is Too Long: The Context Diet That Cut Mine 87%

Anthropic removed ~80% of Claude Code's system prompt for Claude 5, and the internet decided that means delete your CLAUDE.md. Don't. Here's the four-bucket diet that took mine from 1,204 lines to 151 without losing a single incident-earned warning.

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11 min
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AI for property management: what it handles, what it breaks, and what it costs
AI for Business

AI for property management: what it handles, what it breaks, and what it costs

Property management is mostly relay work, and that is exactly the shape automation is good at. What it handles reliably, where it creates legal exposure, and what it costs.

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9 min
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AI receptionist for small business: what it handles, what it ruins, and what it costs
AI for Business

AI receptionist for small business: what it handles, what it ruins, and what it costs

An AI receptionist answers the calls you are currently missing. The decision is not whether it works, it is which calls it is allowed to take, and what a missed call is worth to you.

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8 min
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AI agents for small business (2026): what they actually do, what they cost, and when not to buy one
AI for Business

AI agents for small business (2026): what they actually do, what they cost, and when not to buy one

AI agents complete multi-step jobs across your tools without someone driving them. Here is what the categories are, what they cost, and the three questions that tell you whether to buy one or leave the process alone.

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11 min
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Claude Opus 5: Fable 5 intelligence at half the price, with a dial for how hard it thinks
AI Development

Claude Opus 5: Fable 5 intelligence at half the price, with a dial for how hard it thinks

Anthropic shipped Claude Opus 5 on July 24 at exactly Opus 4.8's price, landing within 0.5% of Fable 5 on coding for half the cost. A builder's read on the effort dial, the two breaking API changes, and the prompting habit you now need to delete.

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13 min
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