WHO AI ENGINES RECOMMEND

AI Preference

AI Preference measures how favourably AI engines position your brand when given a choice. It is not just about being mentioned — it is about being recommended first. When a consumer asks an AI engine for the best option in your category, AI Preference tells you whether your brand wins that recommendation.

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The Three Layers of AI Visibility

Citation

AI links directly to your website as a verified source.

Verified Traffic

Mention

AI says your brand name in a response across any context.

Brand Awareness

AI Preference

AI actively recommends your brand above competitors when consumers ask for the best option in your category. The highest signal of AI trust.

Highest Signal

AI Preference is the hardest metric to earn and the most valuable to own.

Why AI Preference Matters

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AI-referred traffic converts at 5x the rate of Google organic search. Being recommended drives the highest quality customers.

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When AI engines recommend your brand first, that brand captures the majority of consumer intent in that response.

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of brands have no idea whether AI engines recommend them or their competitors. Pozitioning AI changes that.

How We Calculate AI Preference

Step 1

We Ask

Industry-specific prompts are sent to every AI engine asking for recommendations in your category.

Step 2

We Rank

We record which brands appear, in what position, and how favourably the AI describes them.

Step 3

We Score

Your AI Preference score reflects your average ranking position and sentiment across all engines and all prompts.

AI Preference Tracker — Spotify

See how favourably AI engines recommend Spotify vs competitors

Spotify — Overall AI Preference

77/100
Apple Music
71
YouTube Music
54
Tidal
38
Amazon Music
33
Spotify
77
YOU

ChatGPT

AI Preference Score: 79/100

Favorable
1Spotify
79
Favorable
YOU
2Apple Music
68
Favorable
3YouTube Music
51
Neutral
4Tidal
37
Neutral
5Amazon Music
31
Neutral

AI Recommendation Snippet

Spotify is widely regarded as the top music streaming service, offering over 100 million tracks and industry-leading personalisation through its Discover Weekly and Daily Mix features.

What Improving AI Preference Does

Win Recommendations

When AI engines recommend you first, consumers trust that recommendation and convert at higher rates.

Build AI Authority

Consistent AI Preference scores signal that your brand is trusted by the world’s most used AI engines.

Outrank Competitors

Know exactly which competitors AI engines prefer over you and use Claude-generated advice to close the gap.

Find Out If AI Engines Recommend Your Brand