Field Notes

Field Notes

Observations from the front line.

Shorter takes, early findings and interesting signals from our ongoing research. Field Notes is where we share what we’re seeing as AI search evolves.

Early signals. Bigger insights.

Latest findings

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

Field Notes

Desktop 3D Printers Market (US)

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Field Notes

Do AI tools favour first-hand experience?

Example excerpt.
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Field Notes

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

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Field Notes

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

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Field Notes

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

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Field Notes

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.

Seen something interesting?

Want to share a signal?

Tell us what you’re seeing. We’re always looking for new examples, trends, and early signals to explore.