Ideas worth measuring.
How to Automate AI Agent Readiness Audits with a Free API
Batch-scan a portfolio, schedule weekly monitoring in n8n, add a GitHub Actions check, and handle rate limits without losing reports.
Accessibility Tree for AI Agents: Inspect and Test It
Inspect roles, names, and changing states in DevTools, then preserve the expectations with focused Playwright tests.
Structured Data for AI Agents: A Practical JSON-LD Guide
Map visible facts to JSON-LD, keep pricing terms consistent, and validate schema separately from agent actions.
Cloudflare Blocking OAI-SearchBot? Diagnose and Fix It
Trace challenges, verify crawler identity, find the responsible security rule, and confirm public content reaches the intended crawler.
How to Test WebMCP Tools: A Practical Release Checklist
Inspect registered tools, test known inputs, evaluate agent choices, and verify the final application state before release.
Do AI Crawlers Render JavaScript? Test Your Website
Compare initial HTML with the rendered page, find missing public facts, and choose a rendering fix you can verify.
How to Make Your Website AI-Agent Ready: A Practical Checklist
Can an AI agent find, understand, and use your website? Work through the checks that matter, from crawler access and semantic HTML to structured data, usable forms, and WebMCP.
llms.txt vs robots.txt: What Each AI Crawler Setting Controls
Know which file controls crawling, documentation, indexing, and model use before changing your site.
How to Test Whether an AI Agent Can Complete Your Demo-Request Form
A repeatable test plan for labels, errors, approval, retries, and the actual server result.
WebMCP Security Checklist: Safer Bookings, Purchases, and Account Actions
Design browser tools with server authorization, confirmation, untrusted-content handling, and safe retries.
Personalization is not enough. Websites need to predict.
Why the next generation of adaptive experiences should start with observed behavior—not a segment.