From AIOps to AgentOps: Why Unified Operational Intelligence Is Becoming the Next Enterprise Imperative
AI Agents That
at Enterprise Scale
Prebuilt agents for ITOps, NOCOps and AIOps.
Gartner-recognized across 4 Agentic AI reports Trusted by Fortune 500 enterprises SOC 2 certified · On-prem or
cloud
Trusted Globally
Bring AI Agents to Every Operations Team
Start with one team, then scale across ITOps, NetOps, SecOps, SRE, and BizOps — powered by one unified platform for agents, enterprise data, context, and governance.
Put AI Agents to Work
One agentic platform to design, deploy, operate, and observe AI agents - on-prem or cloud
Stop reacting to symptoms. Get full-stack visibility across your ITOM stack - then pair it with autonomous agents that cut noise, detect anomalies early, and reduce MTTR before an incident escalates.
Key Agents:
- Asset Health Reporting Agent
- Uptime & Availability Agent
- Anomaly Detection Agent
- KPI Forecasting Agent
- Alert Optimization Advisor
Key Benefits:
Full-Stack Visibility:
Unified observability across cloud, on-prem, and hybrid infrastructure.
Intelligent Noise Reduction:
Agents correlate and suppress alert noise before it reaches your team.
Proactive Anomaly Detection:
Identify emerging issues and forecast failures before they impact services.
Too many alerts, not enough answers. Fabrix.ai's AIOps agents correlate events across every domain, pinpoint root cause fast, and route safe remediation - with your team in control at every step.
Key Agents:
- RCA Agent
- Incident Assignment Agent
- Anomaly Detection Agent
- Remediation Agent
- DEX Analyst
Key Benefits:
Accelerated RCA:
Pinpoints primary failure cause across domains in minutes, not hours.
Intelligent Automation:
Safe, explainable remediation executed with guardrails and full audit trail.
Human-in-the-Loop Safety:
Your team approves every action - transparency and control at every step.
Proactive network intelligence - from config compliance to traffic analysis. Fabrix.ai NetOps agents detect drift, audit changes, and surface anomalies before they impact services.
Key Agents:
- Config Compliance Agent
- ACL Change Audit Agent
- Netflow Analysis Agent
- Network Anomaly Detection Agent
- BGP & Routing Intelligence Agent
Key Benefits:
Continuous Compliance:
Detect config drift and policy violations the moment they happen.
Change Intelligence:
Audit every ACL and config change with full context and blast-radius analysis.
Traffic & Flow Analysis:
Netflow intelligence that surfaces anomalies and capacity risks before they escalate.
Always know what you own, where it is, and what it's doing. Fabrix.ai's Asset Intelligence agents deliver real-time inventory, lifecycle health, and capacity insights - so you stay compliant, secure, and cost-efficient.
Key Agents:
- SACM Asset Intelligence Analyst
- Asset Lifecycle & Capacity Analyst
- Asset Plan-of-Record Agent
- Asset Upgrade Spotter
- Compliance & Audit Agent
Key Benefits:
Real-Time Inventory:
Continuously updated asset records across cloud, on-prem, and hybrid environments.
Lifecycle & Cost Intelligence:
Know what to refresh, retire, or right-size - years in advance.
Compliance Readiness:
Audit-ready asset records with dependency mapping and control validation.
Get more from your Splunk investment. Fabrix.ai agents accelerate onboarding, clean and enrich your data, and surface actionable insights across Splunk Core, Cloud, and ITSI - faster than any manual process.
Key Agents:
- Splunk SIEM Agent
- Data Prep & Ingestion Agent
- ITSI Analyst & Resilience Agent
- Service Desk Agent
- PlatformOps Analyst
- Data Analyst Agent
Key Benefits:
Faster Time to Value:
Accelerate Splunk onboarding and data prep with zero manual configuration.
Richer Insights:
Enrich Splunk data with full IT context from the Enterprise Knowledge Graph.
Decisive Action:
From ITSI service health to incident response - agents drive outcomes, not just dashboards.
Unify VAPT, SOC, and GRC with agentic speed and governance you can trust. Shrink dwell time, prove control health, and automate safely - with full human oversight.
Key Agents:
- Automated Reconnaissance Agent (VAPT)
- Exploit Assistant (VAPT)
- User Behavior Analysis Agent (SOC)
- Patch Prioritization Agent (SOC)
- Compliance Mapping Agent (GRC)
- Control Validation Agent (GRC)
Key Benefits:
Shrink Dwell Time:
Detect and respond to threats faster with agents that work across SOC, VAPT, and GRC.
Proven Control Health:
Continuous compliance mapping and control validation - audit-ready at all times.
Safe Automation:
Every automated action governed by guardrails, explainability, and human approval.
Your tools don't need to wait for their vendors to ship MCP support. Fabrix.ai dynamically generates MCP tools for any system - modern or legacy, API-driven or not - with zero code. Every tool in your stack becomes agent-ready immediately, maximizing the return on your existing investments.
Agents available today for:
- Dynatrace · New Relic · Datadog
- ServiceNow · Jira Service Management
- SolarWinds · PRTG · Zabbix
- Cisco Meraki · Catalyst Center · Nexus Dashboard
- Cisco Firepower · Juniper Mist · VMware vCenter
- Splunk · Elastic · IBM QRadar
- NetApp · BMC · HPE · Infoblox · Prometheus · Grafana
- AWS · Azure · GCP · Any Legacy System
Dynamic MCP tool generation - zero code, any system, agent-ready instantly
Key Benefits:
Maximize Existing Investments:
Every tool you already own becomes agent-ready - without rip-and-replace or new vendor contracts.
No Code, No Wait:
MCP tools generated dynamically for any system - modern APIs or decades-old legacy, it doesn't matter.
Unified Agent Control:
One control plane governs agents across all your tools - Fabrix.ai built or your own.
Production-grade Agentic AI
The Three Foundations of
Production-Ready AI Agents
Context. Control. Orchestration. Everything agents need to move from demo to enterprise operations
Layer 01 / Control
Agent Control Plane
Every AI action traced, governed, and explainable
A shared control layer for observability, approvals, policy enforcement, audit trails, PII masking, model usage, token spend, and agent behavior across teams, tools, and LLM providers.
Layer 02 / Coordination
Agent Orchestrator
From prompt to production workflow
A no-code orchestration layer that connects agents, tools, APIs, data sources, and workflows — enabling single-agent execution or multi-agent handoffs across ITOps, NetOps, SecOps, and BizOps.
Layer 03 / Context
Living Ontology
Always-on enterprise context for every agent
A continuously updated enterprise knowledge graph that grounds every agent in real assets, topology, dependencies, events, services, owners, and business context — not stale snapshots or disconnected alerts.
Living Ontology
A live Enterprise Knowledge Graph - continuously mapping every entity, dependency, and topology across your entire IT environment.
Every agent, grounded in your environment - not guessing.
- Living map of every entity, dependency, and topology
- Full-context reasoning - across every team and domain
- Proactive risk detection, not reactive firefighting
- Automate complex, cross-domain ops at scale
- One shared intelligence layer
- Real-time knowledge of your entire hybrid IT estate
Why a Fortune 500 Picked Fabrix.ai
Hear directly from a global enterprise on why traditional tools failed them - and how Fabrix.ai's agentic platform delivered where others couldn't.
Watch VideoWhy Siloed Observability Is Holding Your Teams Back
Explore how unified agentic operations - grounded in a shared Enterprise Knowledge Graph - fundamentally changes how enterprises operate at scale.
Read BlogAgent Control Plane
Every AI interaction - traced, explained, and under control.
One dashboard for AI across your entire business - teams, apps, and providers. See usage, outcomes, and spend at a glance, then drill into any team, agent, or run.
- Snapshot by department / team / app / provider
- Cost, requests, and tokens at a glance
- Leaderboards: top users, agents, personas
- Provider & model mix - share and trends
- One-click drilldowns: org → team → run
Know exactly where every dollar and token goes. Slice by model, team, user, persona, or agent - then drill into any run to understand what drove the cost.
- KPI tiles: cost, requests, tools, tokens
- Cost by LLM / user / persona / agent
- Trends: volume & cost over time
- Tokens: input vs. output, cache savings
- Mix: provider share, agent vs. copilot, tool domains
- Reliability: success rate, failed-run cost
- Drilldowns: user & agent usage tables
Every agent run leaves a complete trace - from the first prompt to the final action. See every tool call, every model invocation, every branch and retry, with full payload visibility and PII masking built in.
- Persona → Prompt → Context → Tools → LLM → Result
- Payload view with redaction & PII masking
- Retries, fallbacks, branching and loops
- Latency breakdown per step - exportable traces
Make every AI decision transparent, auditable, and defensible. Every run includes a complete decision trace - reasoning chain, tool calls, evidence, and policy checks - so you can explain any outcome to any stakeholder.
- Chain of thought and full reasoning trace
- Tool call log with parameters and returned outputs
- Prompt & context snapshots - full LLM input/output view with redaction
- Run metadata: model, version, MCP tools, persona & scopes
Don't guess which model is best for your use case - prove it. Run side-by-side model evaluations on your own data and rank quality, cost, and reliability before you deploy.
- A/B/C tests per use case
- Metrics: accuracy, factuality, coherence, safety
- Ops: tool calls, latency, tokens, $/result
- Human ratings + ground-truth scoring
- Leaderboards, recommendations, audit reports
Agentic Platform
The Platform Powering Production AI Agents
Use out-of-the-box agents, customize them for your workflows, or build your own — all powered by shared governance, observability, enterprise data, tools, and context.
AI Agents
Agent Catalog
Agent Studio
Agent0 Copilot
Partner Agents
Agent Control Plane
Observability
Cost Insights & Spend Controls
Multi-LLM Integration
Security & Guardrails
Audit & Explainability
Agent Orchestrator
Context & Memory Layer
Optimized Compaction
Context Cache
Dynamic Templates
Tooling & Connectivity Layer
Dynamic Tool Generation
Dynamic Tool Wrappers
Multi-Agent Connectivity
Data Fabric / Federation Layer
Data Integration Bots
Dynamic Data Discovery
Live Data Federation
Multi-LLM - cloud or on-prem
Agentic Data Federation - zero data
copy
Universal MCP - connect any tool or legacy
system
Full AgentOps - observability, cost &
guardrails
Trusted by Enterprises
Proven in Production.
See how customers are using Fabrix.ai to unify data, automation, and AI into real business outcomes.
“In one week, Fabrix.ai delivered more Agentic AI than others have in months.”
Government consulting and contractor
“RCA Agent caught a business impact incident under 30 mins, Without Fabrix.ai it took 6 hours with 10+ people involved”
Global Systems Integrator
“Saved 1000s of hours of checking network configuration for network SNMP vulnerability”
Tier-1 IT Consulting & Services Company
“Much better search and match after implementing Fabrix context engine powered platform”
Leading AI Solutions Partner
“Fabrix.ai let us keep data where it lives - no duplication, faster incident resolution”
Fortune-500 Energy Company
Enterprise-Grade Security
Built In, Not Bolted On
SOC 2 certified. On-prem or private cloud deployment available. Role-based access controls, full audit trails, and guardrails built into every agent interaction - so your security and compliance teams stay in control.
NVIDIA Inception Program Member
NVIDIA Integration Ready
Fabrix.ai integrates with your NVIDIA GPU infrastructure as the inference layer for AI agents. Whether you use NVIDIA NIM microservices or an open-source model-serving stack — on bare metal, private cloud, or NVIDIA-hosted cloud endpoints — Fabrix.ai agents connect to those LLM endpoints natively, so you get full agentic AI powered by the GPU infrastructure you already own.
NVIDIA GPU Acceleration NIM Microservices Nemotron & Open-Source LLMs On-Prem · Private Cloud · NVIDIA
Cloud
Learn
About Our NVIDIA Integration 
How to Build a Business Case for AIOps in your Organization?
AIOps Operating Model & Its Economic Benefits
- ROI -
457
- Benefits PV -
$
6
- NPV -
$
5
- Payback -
4
Fabrix.ai in Media
Check our latest News & Press Releases
Fabrix.ai Named in Multiple Gartner®
Agentic AI Reports Across AI SRE, Observability, CSP Assurance, IT Operations...
Mind the AI value gap: How operational
intelligence is defining the agentic workforce
Image courtesy: The Cube Research
Image courtesy: The Cube Research
Why AI pilots fail - and how agentic
operations aim to bridge the enterprise gap
Image courtesy: The Cube Research
Image courtesy: The Cube Research
Telemetry to takeoff: Inside the race
for an agentic AI platform that scales
Image courtesy: The Cube Research
Image courtesy: The Cube Research
AI-driven operations take center stage
as enterprises shift to proactive intelligence
Image courtesy: The Cube Research
Image courtesy: The Cube Research
The new AI stack: How Fabrix.ai aims to
tame enterprise complexity
Image courtesy: The Cube Research
Image courtesy: The Cube Research
Beyond the demo: Why production-grade
agentic AI is critical for success
Image courtesy: The Cube Research
Image courtesy: The Cube Research
Actionable discussion on AgentOps and
AI-driven IT Operations with Fabrix.ai, theCUBE, and leading industry analysts.
Fabrix.ai: Bringing Agentic AI to IT
Operations and Observability
By Bob Laliberte, The Cube Research
Image courtesy: The Cube Research
By Bob Laliberte, The Cube Research
Image courtesy: The Cube Research
Fabrix.ai Recognized in Enterprise
Management Associates (EMA) Impact Brief for Production-Ready AgentOps Platform
What AI Agents Are Getting Right – And
Wrong – In Enterprise IT (Source: By Kolawole Samuel Adebayo, Forbes)
Image courtesy: Forbes Technology Council
The Network-First Advantage: How
Fabrix.ai Redefines Observability from the Ground Up (Source: Guest column by Andrew Mallaband,
Growth Engineering)
Recognized by Leading Analyst Firms
For Observability, AIOps & GenAI
How Fabrix.ai is enabling Top-Tier IT Organizations
Audie Murphy
VP of Technology, Significance, Inc
“In one week, Fabrix.ai delivered more Agentic AI than others have in months.”
That’s not marketing language - it’s execution. There’s a big difference between talking about agentic AI and actually delivering it. Our teams build real, production-grade agents, that drive outcomes - not just whiteboard concepts.