Detection Is Not Governance.

CAPABILITYDetectiontoolsModel safetyfiltersCompliancedashboardsAI gateways /observabilityDeepInspectInline enforcement (block · redact · tokenize)Identity- and role-aware policyCustomer data classification (PII · PHI · PCI)Per-tool / MCP governanceTamper-evident signed audit (HMAC per record)Deterministic, version-traceable decisionsCross-provider policy (model-agnostic)LEGENDpresentpartialabsent
Adjacent categories share pieces of the surface, but no other category delivers inline enforcement, identity-aware policy, customer data classification, per-tool governance, and tamper-evident signed audit in one control point. The sections below unpack each contrast in detail.

Detection Tools

Detection Tools

  • Observe AI activity
  • Flag anomalies
  • Provide dashboards

DeepInspect

  • Enforces policy inline
  • Blocks or modifies actions in real time
  • Produces signed decision records

Model Safety Features

Model Safety Features

  • Protect model providers
  • Generic content filtering

DeepInspect

  • Protects the enterprise
  • Governs internal AI workflows

Compliance Dashboards

Compliance Dashboards

  • Map controls to frameworks
  • Display compliance status

DeepInspect

  • Enforces real controls
  • Produces defensible evidence

AI Gateways and Agent Observability Tools

AI Gateways and Agent Observability Tools

  • Route, log, and cache LLM traffic
  • Trace agent runs after the fact
  • No identity-aware policy or tamper-evident audit

DeepInspect

  • Routes, logs, and caches the same traffic
  • Enforces identity- and data-aware policy on every prompt and tool call
  • Lands an HMAC-signed forensic record per request