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What happens when AI grows faster than control?

AI Reality

AI is moving fast. Control is falling behind.

The opportunity is real. So is the control gap. Enterprise AI is moving from pilots into real operations while governance, permissions, and runtime controls struggle to keep up.

The Good News

AI is entering real operations.

Organizations are rapidly adopting artificial intelligence to run core business workflows, deploying complex agent networks, and driving dramatic growth in daily usage volume.

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Broad Adoption

McKinsey State of AI 2025

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Prompt Growth

Netskope Threat Report 2026

Permission Drift CSA / Zenity 2026 · AI agents exceeded permissions
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Agent Incidents CSA / Zenity 2026 · Security incidents with AI agents
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Prompt Attacks Gartner 2025 · Attacks on AI applications
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Model Exposure IBM 2025 · Breaches of AI models & systems
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The Risk Now

AI is scaling faster than control.

As companies integrate autonomous agents with access to production data, uncontrolled API permission drift, data breaches, and prompt injections expose companies to critical operational risks.

Unchecked AI

When AI runs uncontrolled
exposure becomes impact.

Real incidents are already showing up across data leakage, hiring, legal, infrastructure, public systems, and customer-facing AI.

Data Exposure Banking · 2026

Customer data exposed through unauthorized AI app usage.

Why it matters: Sensitive data can leave approved systems before security teams detect it.

Decision Risk Hiring · 2025

AI hiring bot exposed applicant conversations and contact data.

Why it matters: AI systems handling people decisions create privacy, fairness, and compliance exposure.

Infrastructure Exposure AI Infra · 2025

AI platform data was left exposed on the public internet.

Why it matters: AI infrastructure can leak prompts, keys, logs, and backend details when controls are weak.

Legal Liability Travel · 2024

Company held liable for chatbot-generated misinformation.

Why it matters: Unverified AI responses become business liability when customers act on them.

Public Trust Public Sector · 2024

Public chatbot advised businesses to break the law.

Why it matters: AI guidance without policy validation can create legal and reputational damage at scale.

Safety Risk Healthcare · 2024

Health chatbot was reported giving inaccurate medical answers.

Why it matters: In high-stakes workflows, stale or wrong AI output can become direct user harm.

Code & IP Leakage Electronics · 2023

Employees submitted internal source code into public GenAI tools.

Why it matters: Enterprise IP can move outside approved boundaries through everyday AI usage.

Data Boundary Failure SaaS · 2023

Users saw other users’ chat titles and billing-related data.

Why it matters: AI products need strict tenant isolation, logging, and runtime safeguards.

Hallucination Risk Legal · 2023

AI-generated fake legal citations led to court sanctions.

Why it matters: Hallucinations become operational risk when AI output enters business workflows unchecked.

Governance Is Catching Up

Governments are moving from guidance to obligation.

Hover across the policy landscape to see where AI governance is hardening fastest.

WHY NOQORO

Control Layer that
Enterprise AI was missing

Noqoro helps security teams turn hidden AI exposure into validated risk, defensible remediation, and governance-ready evidence.

Phase 01: Discover

Map and inventory your entire AI surface.

Real-time visibility into your AI infrastructure, endpoints, and permission frameworks.

  • AI Asset Mapping: Auto-discover LLMs, vector databases, and AI agents.
  • Data Flow Mapping: Map data flows through prompt and retrieval loops.
  • Shadow AI Audits: Uncover unauthorized integrations and exposed gateways.
Explore Discovery Capabilities →
ai-surface-inventory.json
🤖
Core Agent
🧠
GPT-4o
🗄️
Pinecone RAG
🔌
Salesforce Tool
⚠️
Shadow API
Phase 02: Recon

Trace permissions and identify attack paths.

Analyze how permissions, data schemas, and agent capabilities expose attack routes.

  • Attack Path Tracing: Map logical paths from prompts to tool runs.
  • Privilege Drift Audits: Track excessive API scopes and RAG access violations.
  • CVE Correlation: Align public vulnerabilities with active deployments.
Explore Recon & Mapping →
attack-path-analyzer
External Prompt Unsanitized Input
Orchestration Agent Admin Permissions
Enterprise Database Unauthorized Exfiltration
Phase 03: Validate

Simulate attacks to confirm actual risk.

Run automated attack simulations to verify if your guardrails block active exploits.

  • Jailbreak Testing: Simulate advanced jailbreaks and guardrail bypasses.
  • Tool Execution Checks: Verify if agents can be tricked into unauthorized actions.
  • Risk Proofs: Eliminate false positives with verified, reproducible exploits.
Explore Validation Suites →
risk-validator-suite
CMD: inject_jailbreak_v4 BLOCKED (Guardrail)
CMD: data_leakage_indirect EXPLOITABLE (RAG Leak)
CMD: agent_hijack_escalate EXPLOITABLE (Excessive Scopes)
Phase 04: Defend

Apply dynamic runtime guardrails and blockages.

Enforce real-time sanitization, policies, and intercepts directly inside your agent runtime.

  • Prompt Sanitization: Strip injections and toxic inputs in real time.
  • Runtime Intercepts: Intercept and block unauthorized agent tool calls.
  • Leakage Prevention: Monitor streams for sensitive data leakage.
Explore Runtime Protection →
runtime-protection-console
PII Masking Filter ENABLED
Injection Guardrail ENABLED
Tool Execution Gateway ENABLED
Suspicious Tool Intercepts 5 BLOCKED
Phase 05: Comply

Generate audit evidence and maps for regulators.

Correlate active mitigations with global standards to produce audit-ready evidence.

  • Framework Mapping: Map defenses to NIST, OWASP, and MITRE ATLAS.
  • Evidence Reports: Generate audit-ready compliance evidence instantly.
  • Drift Logging: Log configuration changes and policy updates.
Explore Compliance Mappings →
audit-evidence-generator
NIST AI RMF
100% Verified
MITRE ATLAS
100% Verified
OWASP LLM Top 10
100% Verified

Security frameworks we follow

Secure Smarter. Respond Faster.

See how Noqoro helps enterprises detect exploitable AI risk, defend AI infrastructure, and produce governance-ready evidence.

Noqoro dashboard preview