aiTRiSM: Why Securing Shadow AI Is the Fight No One Else Is Ready For

aiTRiSM: Why Securing Shadow AI Is the Fight No One Else Is Ready For

Your organization is already running AI you can’t see.

Employees are pasting contracts, patient records, and source code into public chatbots. Developers have wired large language models (LLMs) into production. Autonomous agents are taking actions on live systems with no human in the loop. Every one of those is an open door – and here’s the uncomfortable part: your firewall, your EDR, and your legacy DLP can’t see a single one of them.

This is the exact gap aiTRiSM was created to close. And it’s the gap Seceon aiTRiSM was purpose-built to own.

see aiTRiSM in action

The Twist Most “AI Security” Vendors Won’t Tell You

Walk any show floor and every booth has “AI” on the banner. Almost none of them are protecting your AI. There’s a critical distinction buyers keep missing:

  • AI for security – tools that use AI to make your SOC faster (smarter triage, quicker investigation). Useful. But they don’t govern the AI running loose on your network.
  • Security for AI – controls that discover, monitor, and defend the AI agents and models inside your environment: shadow ChatGPT usage, prompt-injection attempts, data quietly crossing borders to a foreign LLM.

The second category is the one that’s on fire – and the one almost no one is actually defending. That’s aiTRiSM, and it’s where aiTRiSM lives.

What Is aiTRiSM?

aiTRiSMAI Trust, Risk and Security Management – is a discipline Gartner named a Top 10 Strategic Technology Trend. It’s the set of controls organizations need to use AI safely: knowing which AI systems are running, keeping models and data trustworthy, and stopping AI-specific attacks that traditional security tooling was never designed to catch.

The category is so new there is no established Gartner Magic Quadrant for it yet. That’s not a reason to wait – it’s the whole point. AI sprawl is happening now, whether or not analysts have finished drawing the map. Seceon is one of the very few with a live, in-production aiTRiSM module.

Why This Can’t Wait: The Four Risks Legacy Tools Miss

  1. Shadow AI is already inside your walls. Staff route confidential, regulated, and even classified data through unapproved tools – public ChatGPT, Gemini, Copilot, Claude. Security has no inventory, no visibility, no off switch.
  2. Prompt injection turns your own AI against you. Attackers don’t need malware – just a cleverly worded input. Prompt injection and jailbreaks hijack an LLM’s behavior, override its guardrails, and coax it into leaking data or taking actions it never should.
  3. Your crown-jewel data is walking out through AI APIs. PII, PHI, PCI, credentials – poured into AI endpoints where it can be logged, retained, and used to train someone else’s model. Legacy DLP doesn’t inspect these flows.
  4. Data sovereignty violations you can’t even detect. Data crossing borders to overseas AI services breaches residency laws and sector mandates – and you won’t know until it’s a compliance incident.

Firewalls, EDR, and legacy DLP were built for users, endpoints, networks, and cloud. They are blind to all four of these. aiTRiSM is not.

aiTRiSM: First-in-Class Security for AI

aiTRiSM is Seceon’s first-in-class aiTRiSM module inside the Seceon Open Threat Management (OTM) Platform. It targets the newest and fastest-growing attack surface – the AI agents and LLMs already operating across your enterprise, cloud, and network — and brings them under the same real-time detection-and-response discipline Seceon applies to the rest of the SOC.

And critically: it doesn’t do this from a bolted-on point tool with its own console and its own bill. aiTRiSM runs natively on the same data plane, ML engine, and console as NDR, aiSIEM, and aiSOAR. AI threats are discovered, correlated, and contained inside the workflow your analysts already use. No new silo. No integration tax.

The Five Pillars of aiTRiSM

  1. AI Agent Discovery – in 60 Seconds

You cannot defend what you cannot see. aiTRiSM automatically discovers every AI agent within 60 seconds of its first network activity – and keeps a living inventory of what’s running.

  • Detects shadow AI: unauthorized use of ChatGPT, Claude, Gemini, Copilot, Llama, Mistral – and unrecognized new endpoints.
  • Classifies every AI asset by type, privilege level, data-access scope, and approved/unapproved status.
  • Continuously updates as new AI endpoints appear.
  1. Prompt Injection & Jailbreak Detection – in Real Time

aiTRiSM monitors the inputs and outputs of your locally deployed LLMs live, catching manipulation as it happens.

  • Detects adversarial prompt-injection and jailbreak patterns.
  • Identifies data-exfiltration attempts run through prompt engineering.
  • Flags AI behavior that deviates from its operational baseline.
  1. Sensitive Data Scanning – Blocked Before It Leaves

Before data ever reaches an AI endpoint, aiTRiSM inspects it – and stops what shouldn’t go.

  • Scans AI API payloads for PII, PHI, PCI, credentials, and classified-data patterns.
  • Blocks sensitive data in real time, before it touches an AI service.
  • Enforces policy-driven classification for every AI interaction.
  1. Data Sovereignty Enforcement – at the Network Layer

For regulated, government, and defence environments, where data goes matters as much as what goes.

  • Network-layer blocking of non-approved AI endpoints.
  • Geography-aware enforcement – stop traffic to overseas AI services from sensitive networks.
  • Alignment with MeitY AI Guidelines 2024, CERT-In AI incident reporting, and NCIIPC contexts.
  1. AI Agent Isolation – in Under 90 Seconds

When an agent is compromised, a ticket in a queue is not a response.

  • Isolates a compromised AI agent within 90 seconds via aiSOAR.
  • Runs automated AI-incident playbooks: network block, user + manager notification, credential rotation, agent quarantine.
  • Preserves logs and opens a security-review workflow automatically.

How It Works: See → Analyze → Enforce → Respond

  • See – NDR-fed visibility surfaces every AI agent and LLM interaction, approved or shadow.
  • Analyze – prompts and payloads are scanned in real time for sensitive data, injection, and exfiltration; findings correlate in aiSIEM alongside all your other telemetry.
  • Enforce – policy engines block unapproved endpoints, sensitive-data flows, and cross-border AI traffic at the network layer.
  • Respond – aiSOAR playbooks isolate compromised agents in under 90 seconds.

Because it’s one platform, an AI threat is never stranded in a silo – it’s investigated and contained with the same context as any endpoint, identity, or network alert.

aiTRiSM at a Glance

Capability Specification
Agent discovery speed 60 seconds from first AI agent network activity to classification
Isolation speed Compromised AI agent quarantined within 90 seconds via aiSOAR
Detection coverage Shadow AI · prompt injection · data exfiltration via AI · jailbreaks
Data scanning API payload scanning for PII, PHI, PCI, credentials, classified data
Sovereignty Network-layer block of non-approved AI endpoints · geographic enforcement
AI platforms covered ChatGPT, Claude, Gemini, Copilot, Llama, Mistral, custom LLMs + new-endpoint detection
Compliance alignment MeitY AI Guidelines 2024 · CERT-In AI incident reporting · NCIIPC
Integration NDR traffic analysis · aiSIEM correlation · aiSOAR automated response

 

How aiTRiSM Stands Apart

Not every product with “AI” in its name is solving this problem. It helps to place each in its real category:

Category
What it actually does
Governs your AI agents?
AI-for-security assistants Speed up SOC analysts triaging their own platform’s alerts No – different job entirely
AI-app security add-ons Pre-deployment testing / runtime filtering for AI apps you build; sold as a separate package Partial – shadow-AI discovery, network-wide inventory & sovereignty typically not documented
Seceon aiTRiSM Discovers, monitors, enforces & isolates every AI agent – approved or shadow – natively inside a unified platform Yes – purpose-built for the full AiTRiSM category

The takeaway for buyers: most “AI security” isn’t securing the AI already running on your network. aiTRiSM is built for exactly that – and it’s the rare offering that unifies discovery, runtime protection, data control, sovereignty, and automated response under one roof.

Where aiTRiSM Delivers the Most Value

  • Government & defence: block classified data reaching overseas AI services; secure locally deployed command and decision-support models; shadow-AI monitoring for classified networks.
  • Regulated enterprise (finance, healthcare): stop PII/PHI/PCI leakage into AI tools and evidence AI governance for auditors.
  • Any organization scaling GenAI: eliminate shadow-AI blind spots and put a real control point between your data and third-party models.

aiTRiSM at a Glance Capability Specification Agent discovery speed 60 seconds from first AI agent network activity to classification Isolation speed Compromised AI agent quarantined within 90 seconds via aiSOAR Detection coverage Shadow AI • prompt injection • data exfiltration via AI • jailbreaks Data scanning API payload scanning for PII, PHI, PCI, credentials, classified data Sovereignty Network-layer block of non-approved AI endpoints • geographic enforcement AI platforms covered ChatGPT, Claude, Gemini, Copilot, Llama, Mistral, custom LLMs + new-endpoint detection Compliance alignment MeitY AI Guidelines 2024 • CERT-In AI incident reporting • NCIIPC Integration NDR traffic analysis • aiSIEM correlation • aiSOAR automated response How aiTRiSM Stands Apart Not every product with “AI” in its name is solving this problem. It helps to place each in its real category: Category What it actually does Governs your AI agents? AI-for-security assistants Speed up SOC analysts triaging their own platform's alerts No - different job entirely AI-app security add-ons Pre-deployment testing / runtime filtering for AI apps you build; sold as a separate package Partial - shadow-AI discovery, network-wide inventory & sovereignty typically not documented Seceon aiTRiSM Discovers, monitors, enforces & isolates every AI agent - approved or shadow - natively inside a unified platform Yes - purpose-built for the full AiTRiSM category The takeaway for buyers: most “AI security” isn't securing the AI already running on your network. aiTRiSM is built for exactly that - and it's the rare offering that unifies discovery, runtime protection, data control, sovereignty, and automated response under one roof. Where aiTRiSM Delivers the Most Value • Government & defence: block classified data reaching overseas AI services; secure locally deployed command and decision-support models; shadow-AI monitoring for classified networks. • Regulated enterprise (finance, healthcare): stop PII/PHI/PCI leakage into AI tools and evidence AI governance for auditors. aiTRSM

Why Seceon

  • First-in-class and live. A working aiTRiSM module in production while much of the market is still writing roadmaps.
  • Unified, not bolted-on. AI risk is correlated and remediated inside the same OTM Platform running your SIEM, NDR, and SOAR – no extra console, no integration tax.
  • Enforcement, not just visibility. aiTRiSM blocks and isolates; it doesn’t only report.
  • Sovereignty-ready. Built for environments where data residency and cross-border control are non-negotiable.

The AI Attack Surface Is Growing Every Day You Wait

AI adoption isn’t slowing down – and neither are the attackers targeting it. aiTRiSM gives you visibility and control over every AI agent, model, and data flow, inside the unified platform your SOC already.

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