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← BackWatch AI Discovery

AI System Auto-Inventory & Risk Classifier

COLDai-complianceWestern Europe12 Mar 2026

Discovery Lens

C Combination Innovation

Two separate worlds finally connect — and the intersection is a product

One-Liner

Developer tool that scans codebase, CI/CD pipelines, and cloud infrastructure to automatically discover all AI systems, classify by EU AI Act risk level, and generate system registry.

The Surprising Insight

The assumption that discovering all AI systems requires asking humans is broken — a code scanner detects ML model files, AI service API calls, embedded classifiers, and inference endpoints automatically, producing complete inventory in hours

Risk Analysis

HighLowTechnicalPlatformTimingRegulatoryRevenueMoatAdoption0.800.400.900.850.750.400.65

Outer edge = low risk  ·  Center = high risk  ·  Red = flagged dimension (≤ 0.35)

TechnicalCan we execute this with current technology?
Strong
PlatformCould Google, Apple, or OpenAI kill this overnight?
Weak
TimingIs the market window open right now?
Strong
RegulatoryIs there legal or compliance exposure?
Strong
RevenueIs there a clear paying customer from day 1?
Strong
MoatCan competitors copy this in 6 months?
Weak
AdoptionAre there structural barriers to customer adoption?
Moderate

What do you think?

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