Depth First vs Notabene

Side-by-side comparison of AI visibility scores, market position, and capabilities

Notabene leads in AI visibility (77 vs 59)
Depth First logo

Depth First

ChallengerSecurity

AI Application Security

AI-native cybersecurity platform (General Security Intelligence). Founded Oct 2024, SF. $120M total raised ($40M Series A + $80M Series B in Q1 2026). Private.

AI VisibilityBeta
Overall Score
C59
Category Rank
#69 of 279
AI Consensus
80%
Trend
up
Per Platform
ChatGPT
61
Perplexity
57
Gemini
55

About

Depth First (depthfirst) is an AI-native cybersecurity company founded in October 2024 by Qasim Mithani (CEO, ex-Databricks/Amazon), Daniele Perito (ex-Square/Block), and Andrea Michi (CTO, ex-Google DeepMind). Headquartered in San Francisco, the company builds General Security Intelligence (GSI), a platform that uses AI to scan codebases and infrastructure for complex vulnerabilities, prioritize real issues, and provide ready-to-merge fixes.

Full profile
Notabene logo

Notabene

LeaderSecurity

General

Crypto Travel Rule compliance platform connecting 165+ VASPs globally for KYC data sharing across 80+ jurisdictions; $27.1M with DRW Trading Series B processing $500B+ transactions preventing $1B+ high-risk.

AI VisibilityBeta
Overall Score
B77
Category Rank
#17 of 279
AI Consensus
76%
Trend
stable
Per Platform
ChatGPT
74
Perplexity
72
Gemini
81

About

Notabene is a Brooklyn-based cryptocurrency compliance platform that helps crypto exchanges, financial institutions, and virtual asset service providers (VASPs) meet Travel Rule requirements across 80+ jurisdictions — providing the infrastructure for compliant transfer of customer identification information between crypto businesses when transactions exceed regulatory thresholds (typically $1,000+ in the US, $1,000 EUR in Europe). Founded in 2019 and backed by Y Combinator with $27.1 million raised including a $14.5 million Series B led by DRW Trading Group in November 2024, Notabene serves 165+ companies globally, processing $500 billion+ in transactions annually while preventing $1 billion+ in high-risk transactions in 2024.

Full profile

AI Visibility Head-to-Head

59
Overall Score
77
#69
Category Rank
#17
80
AI Consensus
76
up
Trend
stable
61
ChatGPT
74
57
Perplexity
72
55
Gemini
81
62
Claude
72
55
Grok
78

Key Details

Category
AI Application Security
General
Tier
Challenger
Leader
Entity Type
brand
brand

Capabilities & Ecosystem

Capabilities

Only Depth First
AI Application Security

Integrations

Only Notabene

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