Insights

Field notes on AI, engineering, design and growth from the team building it every day at Devex Hub.

How to Pick Your First AI Agent Use Case

A simple scoring method for finding the workflow where an agent will pay back fastest.

171 articles

When to ground a model in your documents, when to train it, and when to do both.

Evals, fallbacks and cost limits we put in place before any AI feature goes live.

Patterns for showing progress, confidence and sources so users trust the answer.

What changes when answers appear before the links, and what still works.

Latency budgets, interruptions and call handoffs from real deployments.

AI and automation are transforming digital marketing with smarter workflows, AI agents, integrations, personalization, and predictive analytics.

Learn how headless architecture works, its key benefits, limitations, and how it supports flexible, scalable and modern website development.

Explore how AI search is changing online discovery, user behavior, personalization, and the way businesses create and optimize digital content.

Discover how WebGPU is transforming browser-based applications by enhancing graphics and compute capabilities.

Explore how Progressive Web Apps help businesses reduce costs, improve performance, enhance user experience, and reach customers across devices.

Learn how to optimize your website for AI search and GEO with structured content, schema, E-E-A-T, technical SEO, and AI visibility strategies.

Learn how smart targeting uses audience data, SEO, PPC, and analytics to reach relevant customers, improve campaigns, and increase conversions.

Free guide

A practical guide to taking your first AI project from idea to production, in five chapters.