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Brandlight
Score: 34.0
Score Breakdown
| Inclusion Score | +10 |
| Rank Score | +14 |
| Peer Validation | +10 |
| Source Diversity | +0 |
| Self-Promotion Penalty | 0 |
Penalty Analysis
| Penalty Status | Clean |
| Consensus Rank | 4.00 |
| Best Self-Assigned Rank | N/A |
| Self-Promotion Gap | N/A |
| Ranked Consensus Mentions | 2 |
| Ranked Self-Reference Mentions | 0 |
Integrity
100% of mentions are from independent or peer sources (2 of 2 total).
Reward Evidence (2)
Airefsvendor page
12 Best AI Search Visibility Tools in 2026
Rank: #3 · Score contribution: +18
Brandlight is ranked #3 in 12 Best AI Search Visibility Tools in 2026. Relationship classified as peer. Airefs published a top 12 ranking.
Profoundvendor page
7 Best AI Visibility Tools for Marketing Agencies [2026 Comparison]
Rank: #5 · Score contribution: +16
Brandlight is ranked #5 in 7 Best AI Visibility Tools for Marketing Agencies [2026 Comparison]. Relationship classified as peer. Profound agency comparison lists this tool in extracted order.