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Otterly AI
Score: 288.4
Score Breakdown
| Inclusion Score | +105 |
| Rank Score | +90 |
| Peer Validation | +100 |
| Source Diversity | +2 |
| Self-Promotion Penalty | -8.6 |
Penalty Analysis
| Penalty Status | Penalty Applied |
| Consensus Rank | 5.29 |
| Best Self-Assigned Rank | 1 |
| Self-Promotion Gap | 4.29 |
| Ranked Consensus Mentions | 14 |
| Ranked Self-Reference Mentions | 1 |
Integrity
95% of mentions are from independent or peer sources (20 of 21 total).
Reward Evidence (20)
Data-Mania, LLCblog
20 Best AI Search Visibility Tools Compared for 2026 (Free & Paid)
Rank: Unranked · Score contribution: +10
Otterly AI is mentioned without an explicit numerical rank in 20 Best AI Search Visibility Tools Compared for 2026 (Free & Paid). Relationship classified as independent. Data-Mania's comparison table lists this tool among AI search visibility tools.
Vizupvendor page
15 Best AI Visibility Tools Compared for 2026
Rank: #7 · Score contribution: +14
Otterly AI is ranked #7 in 15 Best AI Visibility Tools Compared for 2026. Relationship classified as peer. Vizup's table/list order is treated as the source rank.
ZipTie.devvendor page
Best AI Search Tracking Software for Agencies in 2026
Rank: #2 · Score contribution: +19
Otterly AI is ranked #2 in Best AI Search Tracking Software for Agencies in 2026. Relationship classified as peer. ZipTie.dev published an explicit ranked agency comparison.
SE Rankingvendor page
Best LLM Tracking Tools to Monitor Your Brand’s AI Search Visibility
Rank: #8 · Score contribution: +13
Otterly AI is ranked #8 in Best LLM Tracking Tools to Monitor Your Brand’s AI Search Visibility. Relationship classified as peer. SE Ranking's quick comparison and numbered sections are treated as rank order.
Ekamoirablog
Best AI Brand Visibility Tools 2026: 27+ Platforms Compared by Capability Tier
Rank: Unranked · Score contribution: +10
Otterly AI is mentioned without an explicit numerical rank in Best AI Brand Visibility Tools 2026: 27+ Platforms Compared by Capability Tier. Relationship classified as independent. Ekamoira's tier table includes this tool but is not used as a numerical rank.
Airefsvendor page
12 Best AI Search Visibility Tools in 2026
Rank: #6 · Score contribution: +15
Otterly AI is ranked #6 in 12 Best AI Search Visibility Tools in 2026. Relationship classified as peer. Airefs published a top 12 ranking.
Amplitudevendor page
The 12 Best AI Visibility Monitoring Tools in 2026
Rank: #5 · Score contribution: +16
Otterly AI is ranked #5 in The 12 Best AI Visibility Monitoring Tools in 2026. Relationship classified as peer. Amplitude's table of contents order is treated as rank order for its 12 best list.
KIMEvendor page
Best ChatGPT Rank Tracking Tools in 2026: Top 8 Software
Rank: #3 · Score contribution: +18
Otterly AI is ranked #3 in Best ChatGPT Rank Tracking Tools in 2026: Top 8 Software. Relationship classified as peer. KIME published an explicit top 8 table.
Radarkitvendor page
8 Best Nightwatch.io Alternatives For 2026
Rank: Unranked · Score contribution: +10
Otterly AI is mentioned without an explicit numerical rank in 8 Best Nightwatch.io Alternatives For 2026. Relationship classified as peer. Radarkit comparison table lists this tool as a Nightwatch alternative; no explicit rank stored.
Semrushvendor page
The 8 Best AI Visibility Tools to Win in AI Search (2026)
Rank: #6 · Score contribution: +15
Otterly AI is ranked #6 in The 8 Best AI Visibility Tools to Win in AI Search (2026). Relationship classified as peer. Semrush's 'Top AI Visibility Tools' table/order is treated as rank order.
Nightwatchvendor page
Best AI Search Monitoring Tools for Marketers in 2026
Rank: #2 · Score contribution: +19
Otterly AI is ranked #2 in Best AI Search Monitoring Tools for Marketers in 2026. Relationship classified as peer. Nightwatch lists five tools that 'actually deliver' in this order.
SE Visiblevendor page
The Guide to 9 Best AI Mode Tracking Tools in 2026
Rank: #7 · Score contribution: +14
Otterly AI is ranked #7 in The Guide to 9 Best AI Mode Tracking Tools in 2026. Relationship classified as peer. SE Visible quick comparison provides the rank order.
Writesonicvendor page
The 8 Best AI Visibility Tools to Win in 2026
Rank: #6 · Score contribution: +15
Otterly AI is ranked #6 in The 8 Best AI Visibility Tools to Win in 2026. Relationship classified as peer. Writesonic table of contents lists this top 8 order.
KIMEvendor page
13 Best AI Visibility Tools in 2026 (and How to Actually Show Up in AI Search)
Rank: #8 · Score contribution: +13
Otterly AI is ranked #8 in 13 Best AI Visibility Tools in 2026 (and How to Actually Show Up in AI Search). Relationship classified as peer. KIME's explicit top 13 table provides this rank.
Reddit r/DigitalMarketingReddit
I Tested 20+ AI Visibility Tools - Here’s the Honest Reality
Rank: Unranked · Score contribution: +10
Otterly AI is mentioned without an explicit numerical rank in I Tested 20+ AI Visibility Tools - Here’s the Honest Reality. Relationship classified as independent. Reddit post names this tool in a tested group, but not as a ranked list.
Reddit r/ArtificialInteligenceReddit
What are the top AI visibility tools people are actually using going into 2026?
Rank: Unranked · Score contribution: +10
Otterly AI is mentioned without an explicit numerical rank in What are the top AI visibility tools people are actually using going into 2026?. Relationship classified as independent. Reddit discussion names this tool among options people are using or considering.
LLMClicks.aivendor page
Best AI Visibility Tracker Tools: 11 Platforms Tested 2026
Rank: Unranked · Score contribution: +10
Otterly AI is mentioned without an explicit numerical rank in Best AI Visibility Tracker Tools: 11 Platforms Tested 2026. Relationship classified as peer. LLMClicks comparison mentions this competitor; extracted rank was not confirmed.
Reddit r/b2bmarketingReddit
Best AI Visibility Tools / Generative Engine Optimization (GEO) in 2026
Rank: #3 · Score contribution: +18
Otterly AI is ranked #3 in Best AI Visibility Tools / Generative Engine Optimization (GEO) in 2026. Relationship classified as independent. Reddit b2bmarketing post gives an explicit ranked list.
Profoundvendor page
7 Best AI Visibility Tools for Marketing Agencies [2026 Comparison]
Rank: #4 · Score contribution: +17
Otterly AI is ranked #4 in 7 Best AI Visibility Tools for Marketing Agencies [2026 Comparison]. Relationship classified as peer. Profound agency comparison lists this tool in extracted order.
AthenaHQvendor page
The 10 Best Generative Engine Optimization Tools to Dominate AI Search in 2026
Rank: #7 · Score contribution: +14
Otterly is ranked #7 in AthenaHQ's top-10 GEO tools list. Relationship classified as peer because the source is published by an AI visibility vendor.
Penalty Evidence (1)
OtterlyAISelf-ranked #1
10 Best AI Search Monitoring Tools in 2026
Otterly AI is ranked #1 on OtterlyAI's source. Relationship classified as vendor-owned; this is self-reference evidence for the consensus-gap penalty calculation. OtterlyAI page lists itself as #1.
Self-Reference Evidence (1)
OtterlyAIvendor-owned · Rank: #1
10 Best AI Search Monitoring Tools in 2026
Otterly AI is ranked #1 on OtterlyAI's source. Relationship classified as vendor-owned; this is self-reference evidence for the consensus-gap penalty calculation. OtterlyAI page lists itself as #1.