NAVINES SEO LAB

SEO scenarios, not ranking forecasts

Model transparent assumptions without presenting uncertain outcomes as predictions.

Direct answer

A scenario shows what follows mathematically if supplied assumptions hold. It is not a forecast unless uncertainty, evidence, calibration and validation support that claim.

Practical steps

  1. Expose every baseline and rate.
  2. Create low/base/high assumptions owned by the user.
  3. Separate volume, conversion and value.
  4. Compare actuals and revise.

Common mistakes

  • Using universal CTR as truth.
  • Hiding assumptions in an AI score.
  • Ignoring capacity, lag and attribution.

Limitations

  • Organic demand and rankings are volatile.
  • Simple scenarios omit correlated uncertainty.

Primary sources