SEO & GEO · Guide

ChatGPT, Perplexity and Gemini

Comparing visibility across platforms requires a precise protocol. Distinguish searched responses from answers that may not consult the web at request time.

Explore

SAMA TECHLY / KNOWLEDGE

What matters

Conditions

Record platform, mode, language and date. The same question may yield different answers under different conditions.

Sources

Inspect displayed links and what they actually support. A link does not prove the entire answer came from that page.

Interpretation

Repeat observations and preserve limitations. Do not generalise a single result to all users.

Check in your context

Prepare the next step

Priority markets, languages and audiences
Important pages and available data
Questions your visitors need answered
Meaningful conversions and measurement conditions

An evidence-based diagnosis, priorities and defined monitoring. Visibility metrics remain separate from commercial outcomes.

Rankings and AI citations depend on external systems. We define actions and monitoring without guaranteeing positions or citations.

Useful references

Google Search Central ↗

SAMA / ANSWERS

Essential questions

How should I use this guide?

Apply the criteria to your situation and note assumptions to verify. Technical choices and costs need confirmation against your actual scope.

What should I prepare for a first conversation?

Your objective, a representative example and known constraints are enough to start. Sensitive documents or access are reviewed later within an appropriate framework.

SAMA TECHLY / Let’s talk about your projectAdvanced technology. A human touch.

YOUR NEXT CHAPTER

Let’s scope your project.

An idea, a process to improve, visibility to build. Let’s start with your objective.

hello@sama-techly.com Let’s talk about your project ↗