Pydantic

Following data shows why Pydantic is recommended for listed teams. The Fit Score represents the percentage fit of Pydantic to each company stages, as calculated by the SSIE.

• Solo / Indie

  $0–$2,000 MRR

  87
  • GDPR - baseline compliance certification
  • Provides 10M free telemetry records monthly

• Idea-Stage

  $0

  88
  • Data encryption at rest and in transit
  • Data deletion and right to erasure
  • Free plan available (Calculation), no purchase required to start
  • Self-serve signup from $2/mo, no sales call required

• Pre-Seed

  $0–$10k MRR

  91
  • Data export and portability
  • Traces AI agent decisions across models, APIs, and databases
  • Converts production failures into evaluation test cases

• Seed

  $10k–$100k MRR

  94
  • Staff security awareness training
  • Monitors AI application cost in context with system performance
  • Integrates with OpenTelemetry for unified tracing and metrics

• Series A

  $100k–$500k MRR

  94
  • Data residency and regional hosting controls
  • Supports agent frameworks: LangGraph, CrewAI, AutoGen, Google ADK
  • Detects sensitive data exposure across system layers

• Scaleup

  $500k–$2M+ MRR

  91
  • SOC 2 Type II - core enterprise certification
  • Reduces tool sprawl by unifying traces, evals, and infrastructure

• Late-Stage

  $2M+ MRR

  88
  • Multi-factor authentication
  • Enforces AI observability SLOs with burn-rate alerts

• Public / Enterprise

  $100M+ ARR

  86
  • SSO / SAML on the Enterprise plan
  • SCIM provisioning on the Enterprise plan
  • Role-based access control on the Enterprise plan
  • Uptime SLA on the Enterprise plan
  • Custom contracts / procurement on the Enterprise plan
  • Third-party penetration testing
  • Self-hosted deployment option via Kubernetes Helm chart