SaaS Platforms

B2B SaaS AI Feature Integration

Adding an AI capability layer to a live B2B SaaS product without creating a brittle prompt wrapper or exposing tenant data.

Challenge Context and constraints made explicit
Approach Architecture choices connected to tradeoffs
Outcome Operational gains framed in practical terms
Learning Patterns reusable across future initiatives

Challenge

The product team needed natural-language search and assisted workflows while preserving tenant isolation, latency targets, and usage visibility.

Approach

ViaCatalyst designs a secure retrieval layer, model routing, evaluation datasets, observability events, and guarded workflow actions that fit the existing platform.

Next step

Turn a similar challenge into a roadmap.

Book a focused architecture audit and we will map the data, agent, evaluation, and security work required for a reliable first release.