GEO — Generative Engine Optimization | Sales Factory
Generative Engine Optimization

The digital shelf is now an AI conversation.

Consumers are asking ChatGPT, Gemini, and Perplexity what to buy. If AI doesn't recommend you, your customer never sees you. Sales Factory helps you own this new shelf.

Three shifts reshaping
brand visibility.

Based on Harvard Business Review research. This is the lens through which we analyze every GEO audit.

01

AI is Displacing Search

LLMs are becoming where consumers go for answers. Sources and brands are cited selectively — or not at all. If the AI doesn't cite you, the consumer never sees you.

"LLMs are starting to displace search engines as where consumers go for answers." — HBR
02

SEO Traffic is Being Diluted

Gemini-powered Google Overviews compress multiple site visits into a single AI-generated answer. Traditional SEO alone is no longer sufficient.

"Multiple site visits compressed into a single AI-generated answer." — HBR
03

The Algorithm is Your First Customer

Before a human sees your brand, the AI must first "choose" to include it. Clean data, schema markup, and authoritative signals determine whether the algorithm recommends you.

"Marketing now has a new audience: the AI algorithm itself." — HBR

AI recommendations are a
probability game — not a ranking.

Everyone is sprinting toward AI rank tracking. But are we measuring something stable, or are we measuring probability snapshots and calling it strategy?

Same query. Same AI. Different runs.
"What's the best fast food chicken restaurant?"
Run 1
Chick-fil-A Raising Cane's Bojangles Popeyes
Run 2
Bojangles Raising Cane's Popeyes Biscuitville
Run 3
Chick-fil-A Raising Cane's Biscuitville Wingstop
<1%
chance of getting the exact same brand list twice

Traditional "rank tracking" logic doesn't apply to AI.

The SparkToro research confirmed what we suspected: ask the same AI the same question hundreds of times, and you'll get different brand lists almost every time.

That doesn't mean AI visibility doesn't matter. It means the question changes.

Instead of "How do we rank #1 in ChatGPT?" — you need to ask: How often do we show up across many iterations? Are we structurally clear enough to be cited? Are we building real authority beyond our own website?

At Sales Factory, we're bullish on AI influencing shopping behavior. But we're cautious about declaring a new scoreboard before understanding the game.

See exactly where your brand
stands across AI engines.

We grade your brand across ChatGPT, Perplexity, and Gemini — measuring recognition, sentiment, share of voice, and more.

salesfactory.com/geo-pulse

Sample Co.

Consumer Electronics • USA
ChatGPT
B+
87 / 100
Perplexity
A-
91 / 100
Gemini
C+
78 / 100
Brand Recognition
16
/ 20
Market Score
8
/ 10
Presence Quality
14
/ 20
Brand Sentiment
35
/ 40
Share of Voice
8
/ 10

Your full 8-slide report includes AI query testing, competitor benchmarks, and a prioritized action plan.

Get Your Free GEO Pulse Report

Better questions lead to
better strategy.

We don't chase AI rankings. We measure what actually drives brand visibility in generative engines.

×

"How do we rank #1 in ChatGPT?"

AI outputs are inherently variable. There is no stable #1 position to hold. Chasing a rank that doesn't exist wastes budget.

"How often do we show up across many iterations?"

Frequency of appearance across hundreds of queries reveals your true AI visibility baseline.

"Are we structurally clear enough to be cited?"

Schema markup, structured data, and content architecture determine whether the algorithm can recommend you.

"Are we building authority beyond our website?"

AI engines pull from the entire web. Reviews, media, forums, and expert citations all shape your brand signal.

From retail shelves, to search results, to AI recommendations.

Every era of commerce has a "shelf" — the place where consumers discover and choose brands. The physical shelf. The Amazon search results page. The Google first page.

Now, the shelf is the AI's response. When a consumer asks "what's the best [product] for [use case]?" — the brands that appear in that answer are the ones on the shelf.

GEO is how you get on that shelf. Not by gaming a system, but by being the brand the algorithm can clearly understand, trust, and recommend.

Six dimensions of AI brand visibility.

Brand Recognition

Does the AI know who you are? We measure how each provider identifies your brand, category, and market position.

Market Score

How well does AI understand your competitive landscape? We check positioning against real competitors.

Presence Quality

Is your brand's data clean enough for the algorithm to parse? Structured data, schema, and source authority matter.

Brand Sentiment

What does AI think of you? General, source-based, contextual, and polarization sentiment signals across all providers.

Share of Voice

When AI recommends brands in your category, how often are you included? And how do you compare to the competition?

GEO in Action

We test real purchase-intent queries live against ChatGPT, Perplexity, and Gemini to find what's working and what's not.

From audit to action plan
in one session.

1

You Tell Us

Company name, URL, and industry. That's all we need to start your GEO audit.

2

We Grade

Your brand is scored across ChatGPT, Perplexity, and Gemini on recognition, sentiment, and share of voice.

3

We Test

Real purchase-intent queries are run live against AI providers to see where you appear — and where you don't.

4

You Act

A prioritized 6-step action plan with timelines, effort levels, and specific recommendations grounded in your data.

Ready to see where your brand
stands on the AI shelf?

Get your free GEO Pulse Report — an 8-slide audit with provider grades, competitor benchmarks, live query testing, and a prioritized action plan.

Get Your Free GEO Pulse Report

Or reach out at [email protected]