Articles
Practical thinking on automation, AI, and process design — written from the build side, not the hype side.
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What we observed from 86 real automation projects
We read 86 real automation and AI-agent jobs and tasks posted by businesses over several weeks — not a survey, not a vendor report. Here's what they actually asked for, in their own words.
Make vs Zapier vs n8n for small teams: cost, ease of use, and who maintains it
A quick comparison of Zapier, Make, and n8n on cost, ease of use, and functionality — plus a simple pick framework for small teams.
What "AI-first automation" actually means in practice
AI-first doesn't mean putting a language model in every workflow. It means asking, for each step of a process, whether intelligence or reliability is the bottleneck — and choosing accordingly.
The lead validation and deduplication pattern every CRM needs
Dirty lead data compounds: duplicates waste rep time, invalid contacts poison deliverability, and bad records skew every report downstream. Here's the intake pattern that prevents all three.
Build vs. buy: automating sales ops on a small team
Off-the-shelf tools, no-code platforms, or custom builds? For small teams the right answer is usually a mix — and the deciding factor isn't features, it's who maintains the thing in month six.