Structured Data and Schema Markup for Search and AI
A practical implementation guide to Schema.org structured data: JSON-LD patterns, Google rich result policies, Merchant schema, and testing workflows.
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Insights on development, AI automation, and digital strategy
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Page 7Accessibility Overlays: Why Overlay Widgets Fail
Accessibility overlay widgets promise instant compliance and deliver neither accessibility nor legal protection. Here is the technical and legal evidence.
Spec-Driven Development With AI Coding Agents
Vague prompts make agents guess. Spec-driven development gives AI coding agents a written contract to build against.
ADA Website Lawsuits: 2026 Trends and Defenses
Website accessibility lawsuits keep climbing, and the same plaintiffs file hundreds. Here is what the data shows and what actually protects you.
Human-in-the-Loop Design for AI Agents
Fully autonomous agents fail on judgment calls. Human-in-the-loop patterns keep people in charge of the decisions that matter.
VPATs and ACRs: What Procurement Teams Want
A VPAT documents how your product conforms to accessibility standards. Enterprise and government buyers will not sign without one.
MCP Server Security: Hardening Your Tool Connections
MCP servers give AI models real capabilities, which makes them a real attack surface. Here is how to harden your MCP setup before production.
Internet Failover for Small Business: LTE and Starlink
One cut fiber line can close a business for a day. Internet failover costs less than one outage. Here are the real options.
Structured Outputs and Function Calling for LLM Apps
Parsing free-form LLM text breaks in production. Structured outputs and function calling give you schema-valid JSON every time.
LLM Guardrails: Input and Output Checks That Work
Prompts alone will not keep an LLM in bounds. Production guardrails check inputs and outputs with code, models, and policy.
SOC 2 Preparation for Small SaaS: What the Audit Actually Requires
SOC 2 compliance roadmap for small SaaS startups: Trust Service Criteria, Type I vs Type II audits, required evidence, realistic costs, and timelines.
Shadow AI: The Hidden Risk Hiding in Your Small Business Right Now
Your employees are already using unauthorized AI tools. Here is what shadow AI is, the liability it creates, and how to govern it without killing productivity.
Small Business AI Governance Framework: A Practical Guide for 2026
A practical small business AI governance framework for 2026. Build policies, control costs, manage risk, and prove ROI without enterprise overhead.