SkuWatch AI Visibility Agent Scan your store or site

Visibility measurement

Build a Simple Shopify AI Visibility Spreadsheet

Core answer

Record prompts, completed answers, citations, facts, competitors, and provider failures without inventing one visibility score.

By skuwatch editor

Difficulty
Beginner
Time
45 minutes
Risk
Read-only
Last tested
July 27, 2026
SkuWatch AI Visibility loopFix

Required columns

run_id, query_id, portfolio_version, provider, mode, timestamp,
timezone, locale, prompt, state, brand_mentioned, product_mentioned,
source_url, source_class, expected_fact, asserted_fact, fact_result,
competitors, notes

Use one row per answer-source-fact combination or separate Runs, Sources, and Fact checks sheets. Do not put several URLs into an unparseable cell.

State values

success, refused, rate_limited, timeout, provider_error, parser_error

Only success rows enter mention denominators.

Worked calculation

If 40 runs are scheduled, 34 complete, nine mention the brand, and five cite the official domain:

completion = 34 / 40 = 85%
mention rate = 9 / 34 = 26.5%
official citation rate = 5 / 34 = 14.7%

A timeout is blank evidence, not a zero mention.

Fact sheet

For the Ring battery-doorbell prompt, expected facts include 2.4 GHz Wi-Fi, rechargeable battery, optional wiring limits, and qualified subscription features. Score only claims made by the answer.

Controls

  • freeze prompt text under a portfolio version
  • preserve original timestamp
  • use approved domain list
  • distinguish retailer and official storefront sources
  • never overwrite an old run

Acceptance criteria

A second reviewer can reproduce every label from the saved answer and source URL. Charts show their denominator and provider completion rate.

Community discussion

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