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B2B SaaS

AI-native SaaS platforms need more than a chat box.

We build the platform layer around AI features: permissions, integrations, billing, observability, evals, workflow design, and infrastructure that can be operated after launch.

Where We Help

B2B SaaS AI work fails when the model demo is disconnected from product architecture. We focus on the harness around the model: data, permissions, workflow, evaluation, and operations.

  • AI features that integrate with real product workflows
  • Multi-tenant platform and API architecture
  • Observability, billing, permissions, and operational controls
  • Agent-facing workflows with scoped access and review paths