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How Consumers Use LLMs for Search
Chris Galis05.29.262 min read

Infographic | How Consumers Use LLMs for Search

In January 2026, we surveyed 524 active LLM users through our research community to understand not just how often people use LLMs tools, but how they're using them—the actual words, prompt structures, and intent patterns that shape what AI shows them.

In a companion blog post, we break down what we learned and the six shifts SEO teams need to make to stay visible in a GEO world. Here, see the research infographic in full. 

LLM Behavior Study · Jan 2026 · n=524
 
Prompt Behavior × Search Intent × GEO Strategy

Stop Guessing How Consumers Use LLMs

We surveyed 524 active LLM users in January 2026 and asked them to write the prompt they'd use to find a new pair of shoes. Filter by intent, click any term, and see exactly what people are typing into ChatGPT instead of Google.

%
Use LLMs daily+ to replace traditional search
%
Trust ChatGPT more than Google
%
Click cited sources at least sometimes
%
Use voice chat with LLMs monthly+

The Prompt Map 60 Terms · 524 Prompts

The most-used terms across 524 real "find me shoes" prompts. Click a category to filter — click any word to see the real prompts behind it.

 

Prompt Length Words / Prompt

The keyword is dead — 80% of prompts run 6+ words.

 

Question vs Command Phrasing

60% of prompts are phrased as a question.

59.7% Question
30.9% Mixed
9.4% Command

Voice Chat Frequency

72% talk to LLMs at least monthly.

 
01 — Questions

Optimize for questions, not keywords.

60% of prompts are phrased as questions. Your content needs to answer them — verbatim.

02 — "Best"

Claim your "best" positioning.

A quarter of all prompts include the word best. If you're not in the "best [category]" answers, you're invisible.

03 — Voice

Build for the spoken query.

72% use voice monthly+. Conversational, long-tail phrasing is now the default — not the edge case.

04 — Citations

Citations are the new clicks.

85% click sources at least sometimes. Being cited isn't a vanity metric — it's traffic.

05 — Price & Place

Surface price + availability.

28% mention budget, 16% are location-based. Product pages must expose pricing and inventory data clearly.

06 — Context

Context is king.

32% include personal context — size, conditions, job, lifestyle. Generic category content loses to use-case content.

At Stella Rising, we build GEO strategies grounded in a thorough, real-time understanding of consumer behavior.
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Source · Stella Rising LLM Behavior Study · Jan 2026 · n=524 · Centiment panel
© Stella Rising · stellarising.com

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