Roadmap

This roadmap reflects the current direction of AI Governance Platform. It is a planning artifact, not a release commitment. Items should be read as direction rather than promise.

Vision

Evaluation alone is not enough for production AI systems. A high score on one run does not explain which governed configuration produced that score, whether quality regressed over time, or whether a candidate should be recommended for promotion.

AI systems change continuously — prompts evolve, models are upgraded, datasets change, evaluation criteria shift. Those changes require a governance control plane, not only an evaluator.

AI Governance Platform is aimed at a durable governance layer for AI systems, with emphasis on AI asset governance, experiment management, evaluation history, drift detection, and deployment recommendations. The long-term value is not a single evaluator or storage engine. It is a stable governance model that survives changes in providers, runtimes, and transport frameworks.

What AI Governance Platform Owns

  • AI asset governance for prompts, models, and datasets
  • Experiment management and candidate tracking
  • Evaluation history and comparison
  • Drift detection
  • Ranking and leaderboard generation
  • Framework-neutral governance and leaderboard APIs

What AI Governance Platform Does Not Own

  • Prompt deployment
  • Model deployment
  • Infrastructure management
  • CI/CD execution
  • Application runtime orchestration

The platform should remain usable across those systems instead of becoming one of them. AI Governance Platform recommends and governs; downstream systems deploy.

Implemented

Governance Ontology Design

MCP Server Streamable / Stdio

Multi-tenant governance

Ontology Foundation & Synchronization

Execution Audit

Workflow Replay

Prompt / Model / Dataset Registries

Experiment Lifecycle, Candidates, Ranking & Leaderboards

Evaluation Framework & Worker

Persistent Repositories

TruLens Provider

Evaluation History & Comparison

Drift Analysis

REST Control Plane

Job Execution Control Plane

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