AI Visibility Reliability Index
A decision tool for founders and buyers evaluating AI visibility platforms. VRS separates peer-validated tools from vendors boosted by their own ranking lists.
The score rewards market validation and penalizes self-promotion gaps.
VRS = Inclusion + Rank + Peer Validation + Source Diversity - Self-Promotion PenaltyPenalty = min(20, max(0, Peer Consensus Rank - Best Self Rank) × 2)Rewarded Signals
- Inclusion: Mentioned by validated sources
- Rank: Position in peer comparisons
- Peer Validation: Ranked by independent sources
- Source Diversity: Coverage across publisher types
Penalty Model
Gap = peer consensus rank - best self-rank
Penalty = min(20, max(0, Gap) × 2)
Applies only when the tool has 3+ ranked peer or independent mentions.
- 140493%2.3-5
- 2302100%-Clean
- 328895%4.3-9
- 420594%3.6-7
- 514291%6.0 Hall of Shame-12
- 612290%5.0 Hall of Shame-10
- 711590%4.5-9
- 87671%8.0No Consensus
- 971100%-Clean
- 107086%8.3 Hall of Shame-17
Methodology: How VRS Is Calculated
The AI Visibility Reliability Score evaluates whether a tool is validated by the market or inflated by self-promotion. Each tool is scored from the validated source set using mentions, ranks, peer validation, source diversity, and self-promotion behavior.
VRS = Inclusion + Rank + Peer Validation + Source Diversity - PenaltyScore Components
Inclusion Score: Each validated mention contributes 5 points. This rewards tools that appear across the source set.
Rank Score: Ranked mentions receive points based on position. A #1 rank receives 10 points. A #10 rank receives 1 point. Ranks above 10 remain in the audit trail but contribute 0 rank points.
Rank Score = max(0, 11 - rank)
Peer Validation Score: Mentions from independent or peer sources receive an additional 5 points. This rewards tools that are validated outside their own publishing ecosystem.
Source Diversity Score: Tools receive bonus points when they appear across multiple source types, such as blogs, Reddit, YouTube, vendor pages, review sites, analyst reports, and social posts.
Source Diversity Score = max(0, (unique source types - 2) × 2)
Integrity Ratio
Integrity Ratio measures how much of a tool's visibility comes from independent or peer validation.
Integrity Ratio = (independent + peer mentions) / total mentions
If a tool has no total mentions, Integrity Ratio is not calculated.
Self-Promotion Gap
The Self-Promotion Gap measures how far a tool's self-assigned rank differs from its peer consensus rank.
Self-Promotion Gap = Average Peer Rank - Best Self-Assigned Rank
If a vendor ranks itself #1 but its average peer rank is #6, the gap is 5.
Self-Promotion Penalty
The penalty scales with the size of the gap. A larger gap means the tool's self-ranking is more inflated relative to peer consensus.
Penalty = min(20, max(0, Self-Promotion Gap) × 2)
The penalty only applies when the tool has at least 3 ranked peer or independent mentions. If there is not enough peer consensus, the self-reference evidence is shown, but no penalty is applied.
Status Labels
Clean: No self-ranking evidence was detected in the validated source set.
No Consensus: Self-reference evidence exists, but there are not enough ranked peer or independent mentions to apply a penalty.
Not Inflated: The tool's self-rank is equal to or worse than its peer consensus rank.
Penalty Applied: The tool ranked itself higher than peer consensus and had enough consensus data for the penalty formula to apply.
Auditability
Every score-impacting source must be traceable to citation evidence. Mentions, self-reference evidence, penalty evidence, and source classifications are preserved so the score can be audited rather than accepted as a black box.