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Engineering, commerce, design, and delivery — notes from our team.
Building a Marketing System That Improves Itself

Building a Marketing System That Improves Itself

Published 9/21/2026
Gabriel RichardsGabriel Richards

We're building a self-improving marketing system. The hard part was not finding one AI smart enough to run marketing. It was designing an organization of humans, AIs, and software that learn together without losing accountability.

MarketingManagementAI
Building a Marketing System That Improves Itself
What Is GTM Engineering? Connecting Performance Marketing, Automation and Revenue Systems

What Is GTM Engineering? Connecting Performance Marketing, Automation and Revenue Systems

Published 9/19/2026
Gabriel RichardsGabriel Richards
Greg Saint James

GTM Engineering—go-to-market engineering—connects performance marketing, supervised automation, and revenue systems so measurement, landing paths, and CRM handoffs tell one story.

Marketing
What Is GTM Engineering? Connecting Performance Marketing, Automation and Revenue Systems
Green Scans Aren’t Enough: What Expert Accessibility Audits Catch That Tools Miss

Green Scans Aren’t Enough: What Expert Accessibility Audits Catch That Tools Miss

Published 9/18/2026
Gabriel RichardsGabriel Richards

Automated WCAG scanners can go green while screen-reader shoppers still hit dead ends. Here’s how an expert Converge Accessibility WCAG 2.2 audit—paired with remediation on Hydrogen storefronts—surfaces what SortSite, axe, and Lighthouse miss, and how to triage vendor-owned gaps.

SoftwareE-CommerceHeadlessShopifyUI/UX
Green Scans Aren’t Enough: What Expert Accessibility Audits Catch That Tools Miss
From Floor Conversations to Customers: Guided Selling, Showroom Apps, and Rapora

From Floor Conversations to Customers: Guided Selling, Showroom Apps, and Rapora

Published 9/6/2026
Gabriel RichardsGabriel Richards

How Endertech’s custom showroom systems for large retailers shaped Rapora—a Shopify-native product for smaller multi-location chains that need guided selling, CRM, and Shopify POS. Live at rapora.shop; App Store listing pending.

SoftwareWeb DevelopmentE-CommerceReactHeadlessShopifyKlaviyo
From Floor Conversations to Customers: Guided Selling, Showroom Apps, and Rapora
We Run Our Agency on MCP

We Run Our Agency on MCP

Published 9/6/2026
Gabriel RichardsGabriel Richards

Most AI demos stop at chat. We wired Model Context Protocol into the portal we use to run the agency—originally so OpenAI / ChatGPT and our own in-portal assistant could take real actions—then hardened it for day-to-day use.

SoftwareWeb DevelopmentAISymfony
We Run Our Agency on MCP
Keep Custom Shopify Unavailable Messages Through Variant Changes

Keep Custom Shopify Unavailable Messages Through Variant Changes

Published 9/23/2026
Jonathan AndersonJonathan Anderson

Some Shopify catalogs use custom unavailable messages for showroom and pickup-only variants. Here is how we preserved those messages across variant changes by reading the server-rendered button label.

Web DevelopmentE-CommerceShopifyUI/UX
Keep Custom Shopify Unavailable Messages Through Variant Changes
What Does an AI Workflow Assessment Include?

What Does an AI Workflow Assessment Include?

Published 9/22/2026

An AI workflow assessment maps tasks, checks data readiness, and ranks what to automate first. See the six components it includes in 2026.

SoftwareManagementAI
What Does an AI Workflow Assessment Include?

How to Compare Integrated Digital Marketing Agencies

Published 9/22/2026
Gabriel RichardsGabriel Richards

A practical scorecard for comparing integrated digital marketing agencies before you sign a retainer: evidence to request, engagement-model tradeoffs, KPIs, and red flags.

E-CommerceMarketingShopify
How to Compare Integrated Digital Marketing Agencies
Shopify App Billing: How to Prevent Repeated Approval and Plan-Selection Loops

Shopify App Billing: How to Prevent Repeated Approval and Plan-Selection Loops

Published 9/22/2026
Gabriel RichardsGabriel Richards

Shopify subscription approval is a redirect-based workflow that merchants can interrupt, revisit, or repeat. A durable billing design records the original attempt, ties it to the exact subscription ID, and reconciles later Shopify responses before changing access.

E-CommerceReactHeadlessShopify
Shopify App Billing: How to Prevent Repeated Approval and Plan-Selection Loops
Shopify Plus vs Adobe Commerce for B2B Ecommerce

Shopify Plus vs Adobe Commerce for B2B Ecommerce

Published 9/21/2026

Shopify Plus wins on speed and low overhead; Adobe Commerce wins on native B2B depth. Full 2026 breakdown of features, cost models, and catalog scaling.

E-CommerceShopifyMagento
Shopify Plus vs Adobe Commerce for B2B Ecommerce
How We Built an Autonomous Content Pipeline With a Human Publication Gate

How We Built an Autonomous Content Pipeline With a Human Publication Gate

Published 9/21/2026
Gabriel RichardsGabriel Richards

Autonomy without a publication gate is just faster noise. Here is how we designed discover → summarize → generate as agent-runnable stages in Ansible, while keeping draft, pin, and publish as explicit human decisions.

SoftwareMarketingAISymfony
How We Built an Autonomous Content Pipeline With a Human Publication Gate
Why Client-Side Navigation Can Undercount Your Paid-Media Audiences

Why Client-Side Navigation Can Undercount Your Paid-Media Audiences

Published 9/21/2026
Gabriel RichardsGabriel Richards

Modern marketing sites often update URLs without triggering a full page load. That can quietly reduce the page-view signals Google Ads needs for URL-based audience building. Here is how route-aware tracking helps preserve measurement continuity without bypassing consent controls.

MarketingReactHeadless
Why Client-Side Navigation Can Undercount Your Paid-Media Audiences
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