# Fairness Monitor

Fairness Monitor is an available tool in the School AI Tools workspace (Safety & Trust). Review the required context and the returned output before using it.

Category: Intelligence
Guide: https://avkul.in/docs/guides/ai-fairness-monitor/
Guided sample demo: https://avkul.in/docs/demo/ai-fairness-monitor/
Snapshot: 11 October 2026

## Features

- Tool-specific input
- Available result review
- Provider-dependent output
- Human review

## Access and setup

Intended access: Assigned account with the required permissions
- An authorised school account and the permissions for this tool.
- A valid learner, staff, section or topic reference where the tool asks for one.

Permission keys: student:manage

## Workflow

1. Open School AI Tools and select “Fairness Monitor”.
2. Review the available school context for this tool.
3. Run the tool and check the provider/sample-output banner.
4. Inspect the result and confirm important details against school records.

## Fields and controls

Use the relevant context and operation-specific form in the workspace.

## Current limits

- The documentation demo uses deterministic fictional sample output, not a live AI provider.
- Provider configuration, image/voice inputs and live integrations require separate verification. Human review remains necessary.

## Actual application access

- https://avkul.in/en/school/ai-tools

## API reference

- GET /api/v1/ai-features/fairness-monitor — Fairness Monitor; student:manage

## Demo access

No login is required for the guided sample demo. Its fictional records and actions stay in this browser tab; they do not modify ERP records or send messages/payments. An assigned account is required for the actual ERP links.

Individual tool checked in current source. This source inventory is not a certification of every external provider or device flow.