AI Governance Lab | B4Life.Institute

01 — Assess

AI Impact Assessment

Before AI is deployed, ask better questions.

Describe a proposed AI deployment in plain language. The Lab assesses it against five governance dimensions and returns a structured impact profile.

Describe an AI deployment Free text

Write a short description of the AI system you want to assess. Include what it does, who it affects, and how decisions are made.

Tip: the more specific you are about decision-making, data, and affected people, the sharper the assessment.

Your assessment will appear here. Write a description and click Run assessment.

02 — Document

AI Model Passport

Every AI system should have an identity.

A standardized identity record tracking purpose, model lineage, bias audits, and operational limitations across its lifecycle.

Load template:

PASSPORT

ID

System Identifier

PASSPORT-2026-HR-089

Active & Compliant

Model Name Recruitment Recommendation Model

Primary Owner Human Resources Governance

Decision Influence High (Automated Recommendation)

Human Oversight Mandatory Review

Primary Purpose

Data Inputs & Sources

Known Limitations & Mitigations

Next mandatory audit: 30 Nov 2026

03 — Govern

Vendor Governance

You may not have built the AI. You still have to govern its use.

Score a third-party AI vendor across six governance dimensions to get a procurement recommendation.

Vendor assessment — 6 dimensions

Data Handling & Isolation 3 / 5

Model Transparency & Explainability 2 / 5

Security Controls & Certifications 4 / 5

Human Oversight Capabilities 3 / 5

Contractual Accountability & Indemnity 2 / 5

Regulatory Considerations & Privacy 3 / 5

Calculated procurement rating

57% Moderate risk

Procurement guidance:

Requires legal review regarding model transparency and indemnification terms before deployment.

04 — Trace

Data Provenance

Where did the data come from?

Trace a data lineage from raw origin through transformation to the AI system's output.

Click any lineage stage to inspect its audit record:

→ → → → → →

Active lineage node

1. SOURCE — Data Origin & Ingestion

Verified

Data Source

Ownership

Legal Basis

Quality Score

Transformation & permitted use:

05 — See

Executive Governance Dashboard

Can your leadership see your AI portfolio?

A central view of every AI system, its owner, risk tier, and outstanding reviews.

AI Systems 27

High-Risk 4

Passports 19

Vendors 13

Provenance 82%

Reviews due 6

Filter:

AI System	Owner	Risk	Passport	Audit	Actions

Operationalize AI Governance from Policy to Capability.