Infrarails Discover vs Manual AI Inventory
Spreadsheets and self-reporting cannot keep up with AI adoption. Automated discovery finds every AI system — including the ones nobody told you about.
Feature-by-Feature Comparison
How automated AI discovery compares to the manual inventory processes most organizations still rely on.
| Feature | Infrarails Discover | Manual Inventory |
|---|---|---|
| Auto-Discovery | Automated scanning across infrastructure, code, and network | Manual spreadsheet tracking and self-reporting |
| Shadow AI Detection | Detects unauthorized AI usage across the organization | Relies on employees to self-report AI tool usage |
| Container Scanning | Scans Docker, Kubernetes, and container registries for AI models | Manual container audits, if performed at all |
| Network Scanning | Identifies AI API calls and model endpoints across the network | Manual network audit, typically annual |
| Codebase Scanning | Detects AI/ML libraries, model imports, and inference code | Code reviews rely on developer awareness |
| Browser DLP | Detects browser-based AI tool usage (ChatGPT, Copilot, etc.) | No visibility into browser-based AI usage |
| Risk Quantification | Automated risk scoring per discovered AI system (TSGRC-aligned) | Manual risk assessment, subjective scoring |
| AI Signature Database | 94 AI signatures with continuous updates | No signature database, ad-hoc identification |
| Real-Time Detection | Continuous scanning with instant alerts on new AI systems | Periodic audits (quarterly or annual at best) |
| Compliance Mapping | Auto-maps discovered systems to regulatory requirements | Manual compliance documentation after discovery |
Why Infrarails Discover
Automated Discovery, Not Spreadsheets
Manual AI inventory relies on self-reporting and spreadsheets. Infrarails Discover automatically scans your infrastructure, codebase, network traffic, and browser activity to find every AI system — including the ones nobody told you about.
94 AI Signatures, Continuously Updated
Infrarails Discover maintains a database of 94 AI tool and model signatures, continuously updated as new AI services emerge. From ChatGPT to custom ML models, from Hugging Face to internal inference servers — nothing hides.
Real-Time Detection, Not Annual Audits
Manual inventory is a snapshot that goes stale the day it is completed. Infrarails Discover runs continuously, alerting you the moment a new AI system appears in your environment — shadow AI caught in minutes, not months.
Comparison based on publicly available vendor documentation, pricing pages, and product materials as of August 2026. Vendor capabilities change frequently — see the vendor's own site for current details.
Try Infrarails Discover Free
Find every AI system in your organization in minutes. Automated scanning, shadow AI detection, risk quantification. No credit card required.