Generative Engine Optimization (GEO)

Articles on Generative Engine Optimization (GEO): making your content visible and citable in AI search engines and generative answers.

AI Detector Accuracy: Why They Get It Wrong
posts

AI Detector Accuracy: Why They Get It Wrong

What the peer reviewed research says about AI detector accuracy, why false positives land on non native writers, and what Google actually penalises.

Continue Reading
Multilingual SEO: What Twelve Languages Taught Us
posts

Multilingual SEO: What Twelve Languages Taught Us

Hreflang, translation quality and per-script length rules, drawn from running this site in twelve languages and the automated gates that keep it honest.

Continue Reading
Content Refresh: When Updating Beats Publishing
posts

Content Refresh: When Updating Beats Publishing

Which old posts are worth updating, what a refresh should actually change, and why moving the date without moving the content achieves nothing.

Continue Reading
Programmatic SEO: When It Works and When It Is Spam
posts

Programmatic SEO: When It Works and When It Is Spam

How templated pages at scale earn traffic, where the line between useful and thin actually sits, and why most of these projects fail after indexing.

Continue Reading
Content Pruning: When Deleting Pages Raises Traffic
posts

Content Pruning: When Deleting Pages Raises Traffic

Cutting pages can raise traffic. How to decide what to delete, what to merge and what to leave alone, using data rather than instinct.

Continue Reading
Entity SEO: Teaching Search Engines What You Are
posts

Entity SEO: Teaching Search Engines What You Are

Retrieval systems match concepts, not strings. What an entity is, why consistency beats keyword density, and how to make a machine understand you.

Continue Reading
Why Your Content Ranks But Never Gets Cited
posts

Why Your Content Ranks But Never Gets Cited

Top ten rankings drawing almost no clicks is now the normal state. Our own numbers, why answers replaced results, and what actually earns a citation.

Continue Reading
Does llms.txt Do Anything Yet? The Evidence
posts

Does llms.txt Do Anything Yet? The Evidence

Adoption of llms.txt rose 8.8x in a year, and 97% of the files get zero AI requests. What the server logs show, and whether it is still worth publishing.

Continue Reading
Blocking or Allowing AI Crawlers: The Business Decision
posts

Blocking or Allowing AI Crawlers: The Business Decision

Whether to block AI crawlers is a commercial decision, not a technical one. What Cloudflare changed, what blocking costs you, and how to decide.

Continue Reading
GEO for Ecommerce: Product Data in AI Answers
posts

GEO for Ecommerce: Product Data in AI Answers

Assistants answer product questions from structured data, not your copy. What they read, why stock and price accuracy decide inclusion, and what to fix.

Continue Reading

A PROJECT STARTS WITH A CONVERSATION

Tell us what
you have in mind.

Share the outcome you need, your existing systems and any constraints. You don't need a technical specification to start.

If the form does not work, email us directly at contact@mecanik.dev

Direct engineering support

Direct technical collaboration.
A clear scope and accountable delivery.