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Consumer goods and beverages·2026·Confidential client (NDA)
4.1/10
starting EEAT score we diagnosed

How much AI knows about a brand that turns over millions (less than they thought)

We measured what ChatGPT, Gemini and Perplexity say about a consumer goods brand when someone asks about its category. The result surprised the leadership team.

GEOAI visibility auditEEAT scoringTraining

From problem to solution

  1. 01 · The challenge

    A beverage multinational with heavy digital marketing investment wanted an answer their long-standing agency could not give: when a consumer asks an AI about their product category, does the brand come up? And what exactly does it say? Nobody had ever measured it, because no method existed.

  2. 02 · What we did

    We designed and ran the audit: 30 real queries against three language models, with citation ratio analysis and a proprietary EEAT score measuring perceived authority. We delivered the executive report in a board-ready format and, alongside it, three training video scripts so their IT department could understand the methodology and carry it forward. We also included the strategy for migrating their online store onto a platform where search visibility can actually be improved.

How it comes together

GEO
AI visibility audit
EEAT scoring
Training
Outcome4.1/10

Inside the project

Diagram of the audit: thirty queries spread across three language models, with the answers mentioning the brand highlighted, and the EEAT authority score of 4.1 out of 10

Measurable results

0
Queries executed
Against ChatGPT, Gemini and Perplexity
4.1/10
Initial EEAT score
With an attached remediation plan
0
Models audited
The three most used in their market
Phase 0
Follow-on contracted
After presenting the audit

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