Expanded Compliance & Observability

Enterprises adopting AI at scale face strict requirements for auditability, compliance, and operational transparency. AI Fabrix is designed to meet these needs, and the roadmap extends these capabilities to ensure ongoing trust, alignment with standards, and predictable operations.

Table of Contents

1. Compliance by Design
2. Observability Enhancements
3. Cost & Economics Transparency
4. Roadmap Planning
5. Summary

Compliance by Design

Future Fabrix updates will focus on strengthening compliance alignment with enterprise and industry standards:

• Automated Evidence Generation: Pre-built reports for ISO-27001, SOC 2, GDPR, and industry-specific requirements.
• Policy-as-Code Expansion: Promote Dev → Test → Prod environments with compliance guardrails enforced by automation.
• SBOM Extensions: Deeper supply chain reporting, ensuring every container and dependency is verifiable.
• Integration with Audit Platforms: Direct export of logs and compliance artifacts into GRC (Governance, Risk, and Compliance) tools.

Observability Enhancements

To support production-scale deployments, Fabrix will expand its observability capabilities across logs, metrics, and traces:

• Unified Dashboards: Centralized visibility for system health, workloads, and cost drivers.
• Correlation IDs: End-to-end traceability across connectors, pipelines, and user interactions.
• Proactive Alerts: Threshold-based alerts for performance, usage, or policy violations.
• SIEM & Monitoring Integration: Native integration with Microsoft Sentinel, Splunk, and other monitoring platforms.

Cost & Economics Transparency

Predictable economics remain a key design principle. Upcoming improvements include:

• Cost Forecasting Tools: Forward-looking estimates based on Azure billing and usage patterns.
• Quota Visualization: Clear dashboards showing token, embedding, and API usage against policy limits.
• Environment Cost Comparison: Visibility into Dev, Test, and Production cost differentials.

Roadmap Planning

[[PLACEHOLDER: Add phased delivery plan for compliance automation and observability tooling.]]

Summary

By expanding compliance and observability, Fabrix ensures enterprises gain not only AI capabilities, but also the trust, transparency, and auditability required for production deployment in regulated industries.