AI & Infrastructure6w ago

IT Can't Fix What IT Can't See

C

Conviction

Plausible AI Schemes 2026-01-15

Elevator Pitch

50% of CMDB data is unreliable, contributing to over 60% of IT incidents caused by misconfigurations. Build agentless discovery, graph construction, and AI reasoning for robust enterprise IT visibility.

Full Description

The Problem

Enterprise IT teams are flying blind:

  • 50% of CMDB data is unreliable according to industry studies
  • 60%+ of IT incidents are caused by misconfigurations
  • Shadow IT means IT doesn't even know about many systems
  • Complexity grows faster than IT teams can document

The result: outages, security vulnerabilities, and wasted troubleshooting time.

The Solution

Build a next-generation IT visibility platform:

  • Agentless discovery: Find and catalog all IT assets without installing anything
  • Automatic graph construction: Build a live map of how systems connect and depend on each other
  • AI reasoning: Use the graph to predict impact, find root causes, and suggest fixes
  • Continuous updates: Keep the model current as the environment changes

Why Agentless Matters

Agent-based discovery requires deploying software to every system—which is exactly the problem IT can't solve. Agentless discovery works by analyzing network traffic, API calls, and other observable data.

The Opportunity

IT visibility is foundational. Every IT optimization, security improvement, and incident response depends on knowing what you have.

Community

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