2026-03-26 · ChatGPT · Claude · Perplexity · Gemini
loop8.ai has limited visibility across AI systems. Present in only 2 of 8 high-intent conversations. In most queries, AI recommends alternatives.
When someone asks AI "What is the best password manager for families that also protects privacy?", it recommends NordPass instead of loop8.ai. AI recommended competitors instead of loop8.ai in 6 of 8 buyer conversations.
Score
2.6/10
Emerging
Core Control
2/8
25% of high-intent queries
Category Surface
0/0
0% of category queries
Primary gap
loop8.ai is absent from 5 high-intent conversations where AI recommends alternatives instead.
Recommended next action
Publish comparison page targeting "What is the best password manager for families that also protects privacy?" to address the highest-leverage representation gap.
Per Surface
Gemini
1.5
ChatGPT
1.5
Claude
1.4
Perplexity
1
Strongest surface: Gemini (1.5/10). Weakest: Perplexity (1/10).
Competitive Landscape
In core conversations, 1Password is the most frequently recommended alternative (6 of 8 queries). Bitwarden (5), LastPass (4) also appear. Strengthening loop8.ai's representation in contested conversations is the most direct opportunity to improve positioning relative to these alternatives.
Conversations where AI recommends alternatives instead of loop8.ai.
Absent on: Perplexity, Claude, Gemini, ChatGPT
Absent on: Perplexity, ChatGPT, Claude, Gemini
Absent on: Gemini, Perplexity, ChatGPT, Claude
Absent on: Perplexity, Gemini, ChatGPT, Claude
Absent on: Perplexity, Claude, ChatGPT, Gemini
Each action targets a specific gap with content designed to update AI representation.
1. Publish comparison page (displaces NordPass)
Target: “What is the best password manager for families that also protects privacy?”
2. Publish tutorial / docs
Target: “How do I stop using passwords and log into my accounts with just my face or fingerprint?”
3. Publish content page (displaces Bitwarden)
Target: “Why is it so hard to keep passwords secure without giving all your data to a cloud company?”
Publishing targeted corrective content for the top 3 gaps would address the highest-leverage representation issues. Changes may become observable over repeated weekly scan cycles, though the pace varies by model and content type.
Bersyn tracks your AI representation weekly, generates corrective content anchored to your verified identity, and rescans to measure whether it worked.