Nevriq Technologies
Enable In-House Capability

AI/ML Platform Setup

We help you build the infrastructure and tooling to develop AI products in-house. Evaluation frameworks, prompt management, observability, and the practices to use them well.

Platform Components

What we build for you

The infrastructure your team needs to build, test, deploy, and monitor AI features with confidence.

Evaluation Harness

A framework for testing AI outputs systematically—acceptance tests, regression suites, and quality benchmarks that catch issues before production.

  • Test case management
  • Automated evaluation pipelines
  • Quality scoring and metrics
  • CI/CD integration

Prompt & Model Management

Version control for prompts, A/B testing infrastructure, and model routing logic so you can iterate safely and track what works.

  • Prompt versioning system
  • A/B testing framework
  • Model routing logic
  • Rollback capabilities

Observability Stack

Complete visibility into your AI systems—request logging, latency tracking, cost monitoring, and anomaly detection.

  • Request/response logging
  • Latency and performance metrics
  • Cost tracking per model/feature
  • Anomaly detection and alerting

Security & Compliance

Data handling policies, access controls, audit logging, and compliance documentation for your AI infrastructure.

  • Data handling policies
  • Role-based access controls
  • Audit logging
  • Compliance documentation
Timeline

4–8 weeks to production-ready platform

A phased approach that gets you building quickly while ensuring long-term maintainability.

1
Week 1-2

Assessment & Design

Audit current state, define requirements, design architecture.

2
Week 3-5

Core Infrastructure

Build evaluation harness, observability stack, and base tooling.

3
Week 6-7

Integration & Testing

Integrate with your systems, test with real workloads, tune performance.

4
Week 8

Training & Handoff

Team training, documentation review, transition to your team.

Handoff

Your team owns it

We build it, document it, train your team, and hand it over. No ongoing dependency on us.

1

Architecture Documentation

Complete system design docs, decision records, and infrastructure diagrams.

2

Operational Runbooks

Step-by-step guides for common operations, troubleshooting, and incident response.

3

Team Training

Hands-on sessions covering the platform, best practices, and common patterns.

4

Transition Support

30-day support window as your team takes ownership.

Ready to build your AI capability?

Book a call to discuss your current state, goals, and what a platform setup engagement would look like for your team.