Solution

AI Governance Platform for the state

When the state applies AI — oversight infrastructure is needed. Bias monitoring, explainability, citizen recourse, regulatory framework.

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What this solution is

AI Governance Platform — operating loop through which the state deploys AI responsibly:

  • Pre-deployment bias and fairness assessment.
  • Explainability layer for every decision.
  • Citizen recourse mechanism.
  • Continuous monitoring (drift, accuracy, fairness).
  • Public transparency registry.
  • Independent oversight body.

When the state needs it

AI starts being used in social benefits, tax compliance, fraud detection.

International cases (Netherlands SyRI, Australia Robodebt) — warnings.

Public concern about automated decisions rising.

Regulator capacity for AI oversight insufficient.

How it works

AI registry. Every automated decision system registered with purpose, scope, model details.

Pre-deployment review. Bias assessment, fairness analysis, accuracy validation.

Live monitoring. Drift detection, performance trends.

Citizen recourse interface. Every automated decision reviewable, explainable, reversible.

Audit. Random sample reviewed periodically.

Independent oversight body — not embedded in agency using AI.

Public transparency. Registry public, performance metrics published.

What working with SamaraliSoft includes

Framework design. Adapted from EU AI Act, OECD AI principles, international best practice.

Registry build. Inventory existing AI usage, register going forward.

Oversight body establishment. Composition, mandate, resources.

Pilot. 3-5 high-stakes AI systems through framework.

What the state gets

Public trust in state AI deployment.

Risk reduction. Major AI failures avoided.

Regulatory readiness. When mandates come — already compliant.

International credibility.

Recognize your situation?

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