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arXiv cs.AI
6/10

ShadowAI Ledger

Internal inventory and risk dashboard that maps every AI tool your employees are actually using, from sanctioned Copilot to unsanctioned ChatGPT logins.

Target user

CIOs and IT risk teams at mid-market and enterprise companies losing visibility into employee AI use

Features
  • Browser/MDM/SSO telemetry feed that detects AI tool logins across sanctioned and unsanctioned apps
  • Per-tool risk score combining data handling, jurisdiction, and vendor maturity
  • Approval workflow that lets IT gate, allow, or block each tool centrally
  • Quarterly board report quantifying shadow-AI spend and data exposure
Why now

The AI Security Priorities paper names institutional infrastructure and visibility gaps as top priorities; employees adopt AI tools faster than IT can inventory them.

Signals · overall 6/10
Demand
7/10

CIO publications and Reco AI's 2025 State of Shadow AI Report quantify the pain: enterprises average 490 SaaS apps with ~47% unauthorized and shadow AI adds ~$670K per breach, and EU AI Act obligations kick in 2 Aug 2026.Shadow AI: The hidden agents beyond traditional governanceHow Much Shadow AI Costs Your Organization Annually

Whitespace
3/10

Market is saturated — New Market Pitch lists 99 AI governance startups with $800M valuations (Braintrust, Protect AI), and direct shadow-AI-discovery rivals include Holistic AI, Elementum, ShadowIQ, Harmonic Security, Lasso Security, Prompt Security, Cranium, Singulr AI, plus Torii extending SaaS management into shadow AI.Top AI Governance Startups by Valuation (2026)Best Enterprise Shadow AI Detection Tools

Monetization
7/10

Enterprise willingness-to-pay is proven: top rivals have raised $40M-$130M+ and report $24M median valuation; AI governance is being adopted as a line-item with EU AI Act deadlines forcing budget allocation.Top AI Governance Startups by Valuation (2026)EU AI Act Compliance 2026: Enterprise AI Governance

Longevity
9/10

Structural tailwind — EU AI Act full application 2 Aug 2026, ongoing high-risk system obligations (Art. 9/10/14), and shadow AI is a persistent organizational problem, not a fad.EU AI Act: Enterprise Obligations From August 2026

Feasibility
5/10

Build is non-trivial — requires network/browser telemetry, AI-app fingerprinting, IDP/SSO/SASE integrations, and runtime enforcement; multiple well-funded incumbents have iterated on this for 3+ years, raising the bar for a new entrant.Shadow AI Discovery - Detect & Govern Unauthorised AI Tools

AI Security Priorities: A Field-Wide AgendaarXiv cs.AI · 2026-07-31 (today)