Anonymized case study
From 5.8% visibility to second in share of voice
UK trades job management and compliance software
AI visibility rose from 5.8% to 36.7%, share of voice rose from 1.2% to 13.5%, and visibility rank moved from about seventeenth to sixth.

The public record describes a program of comparison pages, practical buyer guides, technical crawl fixes, and consistent category coverage across owned and independent sources.
Measurement window
What exactly was measured?
- Baseline
- June 30, 2026, the first completed audit.
- Current comparison
- August 3 to 10, 2026, the latest completed weekly window. Current ranks use the trailing category view.
Work
What changed during the program?
- 01
Comparison pages, alternative pages, and trade-specific buyer guides covered missing buying journeys.
- 02
Crawl access and structured answers were repaired across important public pages.
- 03
Editorial, Medium, LinkedIn, YouTube, and community material supported the same category themes.
Prompt set
Did the prompt set stay fixed?
No. The first audit set was later tightened into the daily monitoring set. The baseline and current values reflect the live market at each stage.
Engine coverage
Which engines were included?
The cleared public source describes daily, multi-engine AI search tracking. It does not name the individual engines, so this page does not add them.
Definitions
How are the metrics defined?
- AI visibility
- The share of tracked AI answers that name the company.
- Share of voice
- The company's share of all tracked brand mentions in the category.
- Category rank
- The company's visibility position within the tracked comparison set.
Interpretation
What are the limits of this result?
- The audit set was tightened before daily tracking, so the comparison does not use one frozen prompt denominator.
- The start and end percentages use audit and weekly windows, while current ranks use a trailing category view.
- No agent-traffic increase is claimed because a comparable start and current web-log series was unavailable.
- This is an observed result. It does not establish guaranteed repeatability or commercial impact.
Next step
Start with your own baseline
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