Friday Labs insights
Clear thinking about AI and operations.
Practical guidance for finding useful AI opportunities, building reliable systems, and removing operational drag.
Workflow Automation vs AI Agents vs Agent Harnesses
A practical guide to choosing deterministic automation, an AI step, an autonomous agent, or a custom agent harness for a real business process.
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9 practical guides
Airtable vs Supabase: Which Backend Should Run Your Operations?
A practical Airtable vs Supabase comparison for operations, internal tools, automation, permissions, reporting, scale, and the point when a hybrid stack makes sense.
How to Monitor AI Agents: Logs, Traces, Evals, and Human Approvals
A production guide to AI agent observability, evaluation, approval gates, alerts, privacy, and the operating controls businesses need after launch.
Local Models vs Cloud APIs vs Private Cloud
A practical guide to choosing local AI models, public cloud APIs, or private cloud model endpoints based on privacy, quality, latency, cost, and operating capacity.
Prompt Engineering vs RAG vs Fine-Tuning
A business guide to deciding whether an AI system needs better prompts, retrieval-augmented generation, fine-tuning, or a measured combination of all three.
Spreadsheet vs Database vs Data Warehouse: When to Switch
Clear migration signals for moving from spreadsheets to an operational database, then adding a data warehouse for reliable cross-system reporting and analytics.
n8n vs Make vs Zapier vs Custom Agent Harnesses
An independent 2026 comparison of Zapier, Make, n8n, and custom agent harnesses across workflows, AI agents, hosting, governance, cost, and maintainability.
What is an AI Opportunity Audit? Definition, process, and what you get
An AI Opportunity Audit maps how your business actually runs and shows exactly where AI fits. Here is what one includes, who needs one, and what you walk away with.
Automation ROI: how to calculate what an hour is actually worth
A simple formula for deciding which automations are worth building, with a worked example you can copy for your own business.
The 5 workflows every growing business should automate first
Not sure where to start with automation? These five workflows show up in almost every business, and fixing them pays for everything that comes after.
Put it into practice
Find the best place to start.
See where AI can create practical leverage in your business, then leave with a clear implementation order.