Practical guides on ChatGPT, Perplexity, and Google AI Overviews — written for neighborhood businesses, agencies, and local marketers.

A step-by-step guide to getting your local business mentioned in ChatGPT's answers, including the exact prompt patterns to test, the citation sources it trusts most, and the mistakes that keep 90% of businesses invisible.

Perplexity shows sources with every answer, which makes it the most transparent AI engine to optimize for. Here's how to reverse-engineer its citation set and earn a mention.

AI Overviews now appear on 40%+ of local search queries and cut through-clicks in half. Here's how to earn a citation in the AIO answer box instead of losing the click.

Traditional SEO tactics still apply, but the weighting has shifted dramatically. Here's what still moves the needle in the AI-answer era and what's now a waste of time.

Not every directory is worth the effort. Here are the 12 citation sources AI engines cite most for local businesses — ranked by observed citation frequency across 500+ prompts.
The single most valuable spreadsheet a local business can maintain in 2026 — a prompt-tracking matrix. Here's what goes in it, how many rows, and how to keep it useful.