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Detect competitor positioning changes from my search data

Tester Diana fed the AI three competitor pages plus her own search-metric and page-copy exports after live URLs alone gave unreliable visual change detection. Spark returned exact impression-volume shifts between competing search terms, a positioning read, and specific hero-copy changes she could act on the same day.

This only partly worked. Read what happened before you try it.

How it works

  1. Supply three competitor URLs and a description of my offer
  2. Attempt live-page comparison (unreliable)
  3. Supply search-metric export and pasted page copy
  4. Receive exact impression-volume differences and positioning diff
  5. Receive specific hero-copy recommendations

Why it’s worth knowing

It separated what it had confirmed in the data from what it inferred, with exact numbers instead of vague trend claims.

Where it’s from

Summarized from a public post on aiagentslibrary.com. See the original ↗

Upgraded prompt

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