PARS Preview

In active development · Event Preview v0.2

Built for Trust

Enterprise AI Governance & Transformation Platform

Gain visibility, reduce AI risks, understand costs, and empower your organization to adopt AI responsibly.

  • Visibility first
  • Vendor-neutral
  • Privacy-first
  • People-first

The PARS ecosystem — six connected modules

Select a module to see its scope and status.

Product Roadmap

From Visibility to AI Transformation

A phased journey toward a trusted enterprise AI ecosystem.

  1. Phase 01

    Visibility & Governance

    In Development

    Organization-wide visibility into AI usage, identification of potential risks, and governance insights.

    Current scope

    • Browser Extension
    • Risk Dashboard
    • Gateway / DLP
    • Organization Visibility
    • Microsoft Entra ID SSO integration
  2. Phase 02

    AI Policy Builder

    Planned

    Define organizational AI policies, guardrails and usage rules.

    Planned capabilities

    • Policy templates
    • Organization-wide guardrails
    • Approval workflows
  3. Phase 03

    AI Cost Center

    Planned

    Understand AI usage costs, consumption patterns and optimization opportunities.

    Planned capabilities

    • Usage tracking
    • Cost analytics
    • Chargeback & reporting
  4. Phase 04

    Prompt Library

    Planned

    Reusable, approved, high-quality prompts and organizational knowledge sharing.

    Planned capabilities

    • Curated, approved prompts
    • Organizational knowledge sharing
    • Quality & risk review
  5. Phase 05

    Agent Management

    Planned

    Govern enterprise AI agents through lifecycle management, access controls and visibility.

    Planned capabilities

    • Agent inventory & visibility
    • Lifecycle management
    • Access controls
  6. Phase 06

    AI Learning & Maturity

    Future Phase

    Improve AI literacy and responsible usage, and measure organizational AI maturity.

    Planned capabilities

    • AI literacy learning paths
    • Responsible-use guidance
    • Maturity assessment

Phases show the planned sequence. Module status describes each module as a whole; individual components are tracked separately under Development. No release dates are committed at this stage.

Currently Building

Turning Vision Into Reality

The first module, Visibility & Governance, is being built through four engineering workstreams. Each card shows its current engineering status.

  • Working Prototype

    Browser Extension

    Collects AI usage and risk signals directly in the browser for supported AI tools.

    Current focusIntegration with the central Gateway / API architecture is in progress.

    Technical details

    Built so far

    • Working prototype of the extension
    • AI usage and risk signal collection

    In progress

    • Integration with the centralized Gateway / API architecture
  • Working Prototype

    Risk Dashboard

    Visualizes risk levels, AI usage patterns and organizational insights.

    Current focusThe current runnable scope of the prototype is being confirmed.

    Technical details

    Built so far

    • Existing dashboard implementation for risk levels and AI usage insights

    In progress

    • Confirming the current runnable scope
  • Integration in Progress

    Gateway / DLP

    Server-side inspection, policy evaluation and governance controls.

    Current focusGateway and server-side risk checks are developed; central integration is in progress.

    Technical details

    Built so far

    • Gateway implementation
    • Server-side risk checks

    In progress

    • Integration into the central PARS architecture
  • In Development

    Microsoft Entra ID SSO

    Enterprise sign-in and organization / tenant mapping.

    Current focusAuthentication and tenant integration are being developed.

    Technical details

    In progress

    • Microsoft Entra ID authentication
    • Organization / tenant mapping

    Will be marked Completed only after end-to-end verification.

Component statuses describe engineering progress, not general availability. A working prototype is not a finished product, and Visibility & Governance remains In Development until its MVP acceptance criteria are verified.

About the Project

Responsible AI adoption, built step by step

PARS is being developed to help organizations adopt artificial intelligence with greater visibility, confidence, and responsibility.

The platform is being built incrementally. Governance and visibility come first: an organization needs to understand how AI is actually used before it can set meaningful policies, manage costs, or measure maturity. Each following module builds on that foundation.

PARS is designed to enable employees, not to surveil them — helping teams use AI confidently within clear, organization-level guardrails.

Built by

Gökhan Kahraman

gkahraman.com (opens in a new tab)
PARS Module