Insights
Sentient AEO Insights is a library of research, analysis, and practical guidance for teams improving their brand's visibility across AI answer engines like ChatGPT, Claude, Gemini, and Perplexity.

How Each Major AI Model Decides Which Brands to Cite
ChatGPT, Claude, Perplexity, Gemini, AI Overviews, AI Mode, and Grok are seven distinct systems, each with different training data, different retrieval mechanisms, and different ways of deciding which brands to surface in an answer.

AEO vs. GEO vs. AI Search: It Starts with Visibility
The debate over whether to call this discipline AEO, GEO, or AI Search Optimization misses the more urgent issue: most brands still do not know whether they appear in AI-generated answers at all.

Agentic Commerce Is Here. The Brands That Get Discovered Will Win
Something significant happened in ecommerce this month that did not get enough attention outside of retail trade publications. OpenAI quietly shut down Instant Checkout, the feature it launched last fall that let...

Why Your Competitors' AI Visibility Should Be in Every AEO Report
Competitive AEO reporting is an analysis workflow that compares your AI citation share, sentiment, ranking, and source coverage against the brands your prospects evaluate alongside you.

How Google’s AI‑Driven Search Has Changed Optimization Forever - and What It Means for AEO
The digital search world is transforming at an unprecedented pace. No longer confined to blue links and traditional keyword rankings, search is becoming AI‑centric, where Google and other platforms generate direct...

The Great AEO Debate: Is This a New Discipline or Repackaged SEO? Here's What the Data Actually Says
A genuine question is circulating in marketing leadership right now: is Answer Engine Optimization a genuinely new discipline, or is it SEO with a new coat of paint?

LLMS.txt Explained: How to Make Your Website Understandable to AI Answer Engines?
LLMS.txt is a proposed, human-readable Markdown file placed at /llms.txt that provides large language models with a concise, authoritative map of a website’s purpose, priority content, and documentation.

Elevate Your Leads: How LLMs Transform Digital Strategy
In the fast-paced world of digital marketing, businesses are constantly seeking innovative ways to attract and retain customers. One of the most promising advancements in this arena is the emergence of Large Language...

Optimizing Ecommerce with Answer Engines: A Guide
In the fast-paced world of ecommerce, businesses are constantly seeking ways to enhance customer experience and streamline operations. One of the most effective tools emerging in this landscape is the answer engine....

Boosting Mid-Market Success with Chat GPT Solutions
In today's fast-paced business environment, mid-market companies face unique challenges that require innovative solutions. With the rise of artificial intelligence, particularly Chat GPT, businesses can leverage this...