AI agents

Agent vs Automation vs Chatbot: Choose the Simplest Useful Build

The right architecture depends on how much the next step can vary. A fixed automation follows a prescribed path: a form arrives, a row is added, an owner is notified. A chatbot…

A Weekly SEO Audit Agent That Produces a Fix List

A weekly SEO assistant should produce a short, actionable fix list rather than another long report. Start with sources you control: your sitemap, crawl export and Search Console data. A model can…

Write a System Prompt That an Agent Can Actually Follow

A useful system prompt describes a job and its boundaries. A page of personality adjectives doesn't tell an agent what information to trust, when to stop or how to return a result.…

Create a Competitor Brief with Sources You Can Check

A competitor brief should distinguish observed facts from interpretation. An agent can help gather public pages and organize evidence, but a persuasive paragraph isn't proof that a competitor changed its price or…

What Can an AI Agent Actually Do for a Small Business?

An agent is useful when it can work toward a defined outcome using information and permitted tools. For a small business, that can mean turning an inquiry into a prepared follow-up, finding…

Build a Data Analysis Agent That Shows Its Arithmetic

A data assistant should make calculations reproducible. Let code or a trusted query engine compute totals and comparisons; let the model explain the resulting table. Asking a language model to mentally total…

AI Agents Doing Real Work: Business Automation, Travel Planning, and Video Creation

AI Agents Doing Real Work: Business Automation, Travel Planning, and Video Creation Three video demonstrations show where AI agents can save time—and what it takes to turn an impressive demo into a…