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Measuring what matters

Measuring what matters

Rankings, traffic, domain authority… none of them tells you whether you’re winning any more. AI systems aren’t judging your site – they’re judging your brand, services and proposition across all of reality, and through all of time. It's time to tear up the vanity metrics, laugh at the futility of AI rank trackers, and explore how to measure what really matters: coherence, cultural salience, input quality, and whether your brand is even legible enough to be taken seriously.

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Jono Alderson

March 13, 2026
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  1. Jono Alderson Independent technical SEO consultant Experience integrity Physical availability

    Mental availability Distinctiveness Reputation Commercial proof
  2. Jono Alderson Independent technical SEO consultant Experience integrity Physical availability

    Mental availability Distinctiveness Reputation Commercial proof
  3. Jono Alderson Independent technical SEO consultant Experience integrity Physical availability

    Mental availability Distinctiveness Reputation Commercial proof
  4. Jono Alderson Independent technical SEO consultant Experience integrity Physical availability

    Mental availability Distinctiveness Reputation Commercial proof
  5. Jono Alderson Independent technical SEO consultant Experience integrity Physical availability

    Mental availability Distinctiveness Reputation Commercial proof
  6. Jono Alderson Independent technical SEO consultant Experience integrity Physical availability

    Mental availability Distinctiveness Reputation Commercial proof
  7. Jono Alderson Independent technical SEO consultant Experience integrity Physical availability

    Mental availability Distinctiveness Reputation Commercial proof
  8. Jono Alderson Independent technical SEO consultant High friction sessions %

    non-converting sessions with ‘high friction’
  9. Jono Alderson Independent technical SEO consultant Technical quality [I’m not

    going to tell you how to evaluate your technical SEO]
  10. Jono Alderson Independent technical SEO consultant Buying question & documentation

    coverage [I’m not going to tell you how to research the questions your audience are asking]
  11. Jono Alderson Independent technical SEO consultant Share of branded search

    (vs competitors) brand search volume / total branded search volume in category
  12. Jono Alderson Independent technical SEO consultant Share of search vs

    share of market share of search vs (revenue / total category revenue)
  13. Jono Alderson Independent technical SEO consultant Relative direct tra c

    direct sessions / total direct sessions in category
  14. Jono Alderson Independent technical SEO consultant Category entry point coverage

    CEPs where the brand has meaningful recall / total CEPs in category
  15. Jono Alderson Independent technical SEO consultant Category entry point coverage

    respondents recalling your brand for a CEP / total respondents mentioning any brand for that CEP
  16. Jono Alderson Independent technical SEO consultant Unaided recall mentions of

    your brand / total brand mentions across all respondents
  17. Jono Alderson Independent technical SEO consultant Distinctive asset recognition respondents

    correctly attributing the asset to the brand / total respondents who recognised the asset
  18. Jono Alderson Independent technical SEO consultant Narrative coherence across time

    historical brand descriptions aligned with current positioning / total historical descriptions analysed
  19. Jono Alderson Independent technical SEO consultant Conversion e ciency [I’m

    not going to tell you how to measure conversion rate]
  20. Jono Alderson Independent technical SEO consultant Price resilience sales during

    promotion / sales outside promotion revenue generated during promotions / total revenue
  21. Jono Alderson Independent technical SEO consultant Retention & loyalty signals

    [I’m not going to tell you how to measure retention/churn]
  22. Jono Alderson Independent technical SEO consultant Experience integrity Physical availability

    Mental availability Distinctiveness Reputation Commercial proof
  23. Jono Alderson Independent technical SEO consultant Experience integrity Physical availability

    Mental availability Distinctiveness Reputation Commercial proof Visibility