AI Visibility Explorer
Explore how visible monitored election-policy information is across AI discovery, how it changes week to week, and where the information landscape is thin or shifting.
AI visibility matrix
Tap any score to view its history across validated weeks. Party order stays fixed rather than being automatically ranked.
Party performance over time by policy
Methodology notes
- 30 monitored profiles: six political parties × five policy domains.
- Policy domains: Cost of Living; Crime & Safety; Economy & Jobs; Health; Housing.
- The public-facing value is an AI Visibility Score on a 0–100 scale, reproduced here from the supplied research dataset.
- The current report contains validated data for Weeks 1–6. Weeks 7–12 remain visible on the timeline as scheduled study periods but do not contain invented values.
Study links
Weekly report links are added as reports are published.
Policy-domain trends
Compare weekly visibility trajectories within one policy domain.
Week-on-week movement
Each cell shows the measured change from the previous week. This view does not label changes as better or worse.
Explore an issue
Focus on one policy domain and examine its average trend plus every monitored party profile.
Current selected week
Methodology notes
- 30 monitored profiles: six political parties × five policy domains.
- Policy domains: Cost of Living; Crime & Safety; Economy & Jobs; Health; Housing.
- The public-facing value is an AI Visibility Score on a 0–100 scale, reproduced here from the supplied research dataset.
- The current report contains validated data for Weeks 1–6. Weeks 7–12 remain visible on the timeline as scheduled study periods but do not contain invented values.
Study links
Weekly report links are added as reports are published.
This is a visibility measurement only. It is not a judgement about the policy, the party, or voter preference.