Question 1

What is an AI governance framework?

Accepted Answer

An AI governance framework is the structured set of rules, layers and checkpoints that decide how an AI system is approved, deployed, monitored and held accountable, so governance is enforced by the system's design, not left to individual discretion.

Question 2

Why does India need an AI governance framework for government AI?

Accepted Answer

Government AI touches citizen data, welfare decisions and public accountability, so it needs guardrails beyond what a general-purpose product ships with. A dedicated framework makes data residency, audit trails and human review non-negotiable requirements, not optional add-ons.

Question 3

What are the key components of an AI governance framework?

Accepted Answer

At minimum: an approval and mandate process, ongoing monitoring and anomaly detection, a full audit trail, explainability requirements, and a defensibility test, whether a decision made with the system's help can be explained and defended under review.

Question 4

How is AI governance different from IT governance?

Accepted Answer

IT governance manages infrastructure, uptime and access control. AI governance adds requirements specific to model behaviour, explainability, bias testing and audit of reasoning, none of which a traditional IT governance framework was built to cover.

Question 5

What happens if a department deploys AI without a governance framework?

Accepted Answer

The department carries the risk without the tools to manage it, no audit trail to defend a decision, no explainability if an output is questioned, and no clear line of accountability if something goes wrong.

Question 6

Can one AI governance framework work across multiple departments?

Accepted Answer

Yes, the seven sovereign layers and MADD framework are designed to be a shared governance vocabulary across departments, each department still sets its own mandate and access rules within that shared structure.

Question 7

Is an AI governance framework a legal document?

Accepted Answer

It is broader than a legal document. It combines policy, technical guardrails and operational checkpoints, some elements may be formalised in policy, others are enforced directly in the system's architecture.

Question 8

Who enforces InQAI Intelligence's governance framework?

Accepted Answer

A combination of the deploying department's own protocols and InQAI's built-in guardrails, model cards, usage protocols, risk review and governance-board oversight.