Benchmarks

Benchmarks

A clearer view of AI search.

Our benchmark studies track how brands, industries and content perform across AI search tools over time, so you can see what’s changing, and what it means.

Track. Compare. Improve.

Latest findings

Our latest tests, findings and learnings from real AI search experiments.

Benchmark

Desktop 3D Printers Market (US)

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Benchmark

Do AI tools favour first-hand experience?

Example excerpt.
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Benchmark

Recommendation Architecture: The On-Site Structure Beauty Brands Need to Win in AI Search

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Benchmark

How To Build A Problem-Answer Article For The Query Fan Out

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Benchmark

How To Ensure ChatGPT Describes Your Brand Properly With An Entity Home

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Benchmark

Is Bing Webmaster Tools The Front Door To Getting ChatGPT Citations? Yes, Here’s Why.

Our methodology

Our experiments are designed to be transparent, repeatable and useful for marketers, researchers and product teams.

01

Controlled prompts

We use structured, repeatable prompts to ensure
consistency across tests.

02

Real AI outputs

We analyse actual responses from tools like
ChatGPT, Gemini and Perplexity.

03

Repeatable method

Our process is documented so others can replicate
our tests.

04

Practical takeaways

We focus on actionable insights, not just
interesting observations.

Consistency
matters.

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