Context
Problem framing
Virexa Platforms productizes AI-assisted analysis for enterprise users who demand explainability and audit trails, not black-box scores.
Digital Infrastructure · 2024
Virexa Platforms
Scalable cloud platform with engineering operations dashboard
Optimized backend performance and built platform monitoring with internal automation for engineering operations.
Challenge
Constraints
Model latency budgets, human approval on high-impact recommendations, and cost control on inference at scale.
Architecture
System design
Orchestration layer wrapping model calls with policy checks, feature store with versioned snapshots, audit log of prompts and outputs, and React UI surfacing confidence and rationale fields.
Delivery
How we shipped
Pilot cohorts validated approval workflows; inference costs bounded via caching and batch paths. Virexa product team owns model swap procedures without rewriting the orchestration core.
Engage
Discuss your system with engineering.
Share architecture constraints and success criteria. We respond with scope, risks, and an honest path forward.