Thinking, in public.
Notes on marketing, commerce, and building AI systems that are reliable instead of fluffy.
Digital Agency Los Angeles: A Buyer's Selection Guide
Searching for a digital agency in Los Angeles? Here's how to compare, vet, and select the right partner, with real selection criteria and red flags.
Why your AI should disagree with itself
Every owner automating their operations eventually asks the same question: what happens the first time the AI is confidently wrong in front of a customer?
Metrix SEO Explained: What We Do and How We Do It
What "Metrix SEO" means at Metrix Digital: technical, e-commerce, and local search work built alongside Magento development. Real examples, no fluff.
Web Development Los Angeles: A Buyer's Guide
Choosing a web development company in Los Angeles? Learn the red flags, selection criteria, and questions to ask before you sign. Get an audit today.
Conversion Rate Optimization Agency: A Buyer's Guide
How to evaluate a conversion rate optimization agency: red flags, questions to ask, and what a real CRO engagement looks like from audit to test.
Your Team Is Training Your AI. Don't Waste It.
Every correction your team makes is training data. Learn why self-improving systems keep that signal, measure it, and prove it, instead of asking you to trust it.
SEO Company Los Angeles: A Buyer's Guide (2025)
Choosing an SEO company in Los Angeles? Learn the red flags, the right questions to ask, and what separates real technical SEO from a reseller.
Technical SEO Audit: A Buyer's Guide That Cuts Fluff
What a real technical SEO audit should find, red flags to avoid, and how to pick an agency that fixes problems, not just reports them.
Ecommerce Web Design: A Buyer's Guide That Converts
A practitioner's guide to ecommerce web design: platform comparisons, selection criteria, red flags, and what actually moves conversion rate.
Magento Development: A Buyer's Guide to Choosing Right
Comparing Magento development options? Get the selection criteria, red flags, and real cost breakdowns before you hire an agency or freelancer.
Metrix Digital: Who We Are & How We Work
Metrix Digital is an LA agency combining SEO, web design, and Magento development under one roof. Here's who we are and how we work.
Most AI-Agency Websites Are Fluff. Here's What Reliable Looks Like.
The web is full of vibe-coded AI agencies selling magic with no receipts. Reliability isn't a claim you make — it's a consequence of real systems and a real track record.
Why We Run Our Own Marketing Engine Before Selling It
The fastest way to find out whether a system works is to bet your own business on it. So we run our marketing engine on ourselves first — this site included.