Products

VisibilitySee every AI tool, account, model, and dollar your company runs on.SidekickYour company's own AI app. Multiplayer threads, any model, your keys.RelaySend every request to the model that is cheapest and still good enough.

5,000+tools tracked

Every AI tool, account, and model in use
Spend by team, vendor, and workflow
Sign-in, SIEM, and firewall connectors

Explore Visibility

DocsAPI reference, quickstarts, and deployment guides.FAQPricing, deployment, and data handling.

Product

VisibilitySee every AI tool, account, model, and dollar your company runs on.SidekickYour company's own AI app. Multiplayer threads, any model, your keys.RelaySend every request to the model that is cheapest and still good enough.

Navigate

PricingChangelogSecurity

AI Observability Is Not an Application Problem

Why Enterprise AI Governance Must Be Infrastructure-Level or It Will Fail. A comprehensive analysis of why application-centric observability cannot provide durable visibility at enterprise scale.

Back to ReportsReport · 2025-12-10

This whitepaper provides comprehensive analysis of why AI observability must be treated as infrastructure, not an application concern. Download the full PDF for detailed findings, case studies, and implementation recommendations.