Upcoming Features

AI Fabrix is continuously enhanced to close enterprise gaps in retrieval-augmented generation (RAG), governance, and integration. This roadmap outlines the near-term priorities designed to strengthen the platform’s value for CIOs, IT leaders, and enterprise architects.

Table of Contents

1. Connector Expansion
2. SDK & Plugin Enhancements
3. Policy Pack Advancements
4. Observability & Economics
5. Release Planning
6. Summary

Connector Expansion

Fabrix will broaden its connector ecosystem beyond Microsoft 365, ensuring enterprises can integrate AI pipelines with critical business systems:

• ERP Systems: SAP, Dynamics 365 Finance & Operations, Oracle.
• HR Platforms: Workday, SuccessFactors, Dynamics HR.
• Finance Systems: Netsuite, Dynamics 365 Finance, industry-specific accounting solutions.
• Databases: Broader support for SQL/NoSQL systems and data warehouses.

These connectors will support metadata inheritance, permission mapping, and policy enforcement out of the box.

SDK & Plugin Enhancements

The developer SDK is a strategic area of growth:

• Plugin Validation Framework: Automated contract testing to ensure plugins comply with enterprise policies.
• Versioned Manifests: Allow safe rollbacks and canary releases.
• Testing Tooling: Local sandbox for plugin development with schema validation.
• Secure Execution Model: Guarantee server-side credential handling without exposing secrets in client apps.

This allows enterprise developers to safely extend Fabrix without compromising governance or compliance.

Policy Pack Advancements

Governance remains a first-class feature of Fabrix. Upcoming updates include:

• Data Residency Packs: Enforce geographical storage and processing policies.
• Advanced Quota Management: Fine-grained quotas on embeddings, tokens, or API calls.
• Customizable Guardrails: Define enterprise-specific compliance rules that flow across environments (Dev → Test → Prod).

Observability & Economics

New capabilities are planned to improve operational visibility and cost predictability:

• Cost Forecasting Dashboards integrated with Azure billing data.
• Usage Heatmaps for tracing workload spikes.
• Environment Comparisons to assess scaling needs across Dev, Test, and Production.

Release Planning

[[PLACEHOLDER: Add quarterly timeline and feature release milestones once available]]

Summary

The upcoming features roadmap ensures Fabrix continues to deliver secure, governed, and scalable AI—helping enterprises move beyond pilots to full production with confidence.