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Notes from the build floor.

Practical guides on AI automation, MCP servers, trading bots, e-commerce automation and the engineering tradeoffs we make.

Comparison
FeaturedZapier

Zapier alternatives for business: the honest comparison

The real Zapier alternatives in 2026 — Make, n8n, Pipedream, and custom code — compared on price, power, and where each one breaks, so you pick the right tool instead of the popular one.

June 24, 20264 min readNeuralhewn
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Comparison

Make vs n8n: which automation tool should you use?

Make vs n8n compared honestly in 2026 — pricing, self-hosting, ease of use, and where each one fits. Plus the point where you outgrow both and want custom code you own.

June 23, 20264 min read
Comparison

Build vs buy automation: when to use a tool and when to build

A practical framework for the build-vs-buy automation decision in 2026 — when an off-the-shelf tool is the right call, when custom code wins, and the total-cost-of-ownership math people get wrong.

June 22, 20264 min read
Buyer's Guide

How much does AI automation cost? (2026 pricing guide)

Real 2026 pricing for AI automation projects by type — single workflows, multi-system builds, OCR pipelines, MCP servers — plus what drives cost, hourly vs fixed-fee, and the red flags to avoid.

June 18, 20265 min read
Explainer

MCP servers explained: connecting AI to your tools

A plain-English guide to the Model Context Protocol (MCP) for business owners — what an MCP server is, what it unlocks, how it differs from an API, and when it's worth building one.

June 17, 20265 min read
Playbook

How to automate purchase orders (8 hours a week → 30 minutes)

A practical, engineer's guide to automating the purchase-order process for multi-location retail and e-commerce — what to automate, what to leave alone, and the realistic results and cost.

June 16, 20267 min read
Playbook

How to export Shopify data to Google Sheets automatically

Three ways to get Shopify orders, inventory, and sales into Google Sheets on a schedule — from quick no-code apps to a custom pipeline you own — with the trade-offs of each.

June 15, 20264 min read
Playbook

How to monitor competitor prices automatically

How e-commerce operators track competitor and reseller pricing automatically — what's possible, what's legal, the tools vs. a custom tracker you own, and how to turn price data into action.

June 14, 20264 min read
Explainer

AI agent vs chatbot vs automation: what's the difference?

Clear, jargon-free definitions of automation, chatbots, and AI agents — how they actually differ, which one your business problem needs, and why the most expensive option is rarely the right one.

June 13, 20264 min read
Buyer's Guide

n8n vs Python: I built the same automation both ways

An engineer's honest comparison of n8n and custom Python for business automation — build speed, maintenance, cost at scale, the capability ceiling, and when each one is genuinely the right call.

June 12, 20265 min read
Buyer's Guide

When to move off Zapier: 7 signs you've outgrown it

Zapier is great until it isn't. Here are the seven concrete signs an SMB has outgrown no-code automation — rising task bills, broken multi-step zaps, no audit trail — and what to move to.

June 11, 20265 min read
Playbook

How to fix Google Merchant Center disapprovals at scale (600+ in 48 hours)

Why Merchant Center keeps disapproving your products, why manual fixes can't keep up on a large catalog, and how an automated feed pipeline clears disapprovals and recovers Shopping impressions.

June 10, 20266 min read
Playbook

How to automate bookkeeping reconciliation with OCR (and get your weekends back)

How retail and e-commerce operators automate the reconciliation of POS data, payment-processor statements, and receipts using OCR and AI — what's automatable, what isn't, and the realistic results.

June 9, 20264 min read
Playbook

AI trading automation in Canada: what's legal, what works, what doesn't

An engineer's honest guide to building trading bots in Canada in 2026: what the OSC actually regulates, what tooling works, and where retail traders waste money.

May 6, 20267 min read
Industry analysis

72% of enterprises run AI in production. The 28% standing still are about to fall further behind.

The 2026 enterprise AI adoption gap isn't about whether you've started. It's about how many workflows per company, and that number is compounding fast for adopters and stalling for everyone else.

May 6, 20268 min read
Commentary

Klarna unwound its AI customer service: three lessons for any operator deploying agents in 2026

Klarna replaced 700 customer service jobs with an OpenAI-powered agent, then reversed course in 2025. Three lessons for operators and CTOs scoping their own AI agent builds in 2026.

May 6, 20268 min read
Buyer's Guide

Operator vs Computer Use vs Gemini: a 2026 buyer's matrix for picking an agent platform

OpenAI's Operator, Anthropic's Computer Use, and Google's Gemini agentic mode all promise to automate work across your apps. They're not interchangeable. Here's how to pick the right one for your business in 2026.

May 6, 20269 min read
Buyer's Guide

How to choose an AI automation agency in Toronto (2026)

A founder's honest guide to picking the right AI automation partner: what to ask, what red flags to walk away from, and the realistic budget for SMB-size projects in Toronto.

May 5, 20267 min read
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