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AI, automation, CRM, and marketing technology, explained practically.

Workflow breakdowns, tool explainers, AI website-readiness analysis, and practical technology experiments.

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AllAgentic AI (18)AI Search & Website Readiness (9)Automation & CRM (24)Outreach & Growth (2)Research & Experiments (3)Tech UGC & SaaS (1)

Research & Experiments

WebMCP Shopping Test: Search Filters Did Not Enforce the Cart

Eight live WebMCP runs selected the correct shoes. Another 36 checks found cart enforcement gaps. See the measured results and lessons for ecommerce brands.

Agentic AI

Shopify WebMCP Checkout Tested: What Is Verified, What Is Still Experimental

Shopify now exposes WebMCP tools inside eligible checkouts. I verified the current Shopify documentation, compared its published benchmark with independent reproduction evidence, and tested what I could reproduce in my own environment. Here is what is confirmed, what failed, and what businesses should actually learn from it.

Agentic AI

Shopify WebMCP: How AI Agents Can Search Products, Manage Carts, and Shop Storefronts

Shopify now provides WebMCP tools on every Liquid storefront, giving compatible AI agents structured ways to search catalogs, inspect products, manage carts, navigate stores, and continue to checkout. Here is what that means for ecommerce, AEO, GEO, and agent-ready websites.

Research & Experiments

I Tested 5 Web Retrieval Methods on 50 Real Pages. One Won Overall, But Not Everywhere.

CAutomates Agent Utility Index Benchmark #001B tested Firecrawl, Bright Data, Tavily, ScrapingBee, and Direct Fetch on 50 real pages across five workload categories. Firecrawl won overall, but documentation, difficult pages, extraction quality, latency, and simple-first retrieval told a more nuanced story.

Research & Experiments

I Tested AI Web Retrieval Tools on Real Pages. Here Is What a Correct Result Actually Costs

Benchmark #001 tests Firecrawl, Bright Data, Tavily, direct fetch, and ScrapingBee on real web-retrieval tasks, then tests routing strategies on a separate holdout to measure cost per correct field, quality, evidence, and practical agent-infrastructure tradeoffs.

Agentic AI

How to Build a Simple Marketing-Agent Architecture With MCP + A2A

Learn how MCP and A2A fit together in a practical marketing-agent architecture. See how a marketing agent can use MCP for tools and A2A to delegate work to specialized agents.

Agentic AI

What Content Will AI Agents Pay For? Datasets, APIs, Research and MCP Tools Explained

AI payment infrastructure is emerging, but not every webpage has equal value. Learn which digital assets may command higher prices, including original datasets, APIs, benchmarks, specialist research, calculators and MCP tools.

Agentic AI

How Marketing Teams Can Delegate Real Work to ChatGPT Work

A practical tutorial for marketers who want to delegate campaign analysis, competitor intelligence, campaign briefs, content repurposing, funnel analysis and recurring marketing reports to ChatGPT Work.

Agentic AI

Google Ads Ask Advisor: What the New AI Agent Means for Businesses

Google is adding more agentic AI to Google Ads and Analytics. Learn what Ask Advisor does, what businesses can ask it, its current limits, and how it changes campaign analysis.