Skip to content

RESOURCES · ANVAYLO

Ideas for
accountable AI.

Executive toolkits, companion browser tools and practical articles for the evidence behind your next AI decision.

Explore the toolkits

WATCH & APPLY

One practical AI decision at a time.

Short videos, plain-language explanations and questions to take to your team. The worked examples are fictional.

PAID AI USE-CASE READINESS ASSESSMENT

Bring one use case. Prepare the next decision.

A paid, human-led review of one AI workflow: what supports the next step, what must close first and who is accountable. Receive a documented recommendation and action plan, with an optional platform handover.

Explore the paid assessment →Read the guide and working records ↗

The preparation materials are free. Assessment scope, timing, fee and any platform subscription are agreed separately.

ARTICLES & PRACTICAL GUIDES

Agent permissions, oversight and change.

Practical articles for teams deciding what agents may do, who reviews their work and what evidence to keep.

FURTHER READING

Explore the example and the book.

A SHARED LANGUAGE

A guide to governance terms.

Open a term for its meaning and an example.

AI system

A business application or operational workflow using AI.

IN THE SAMPLE DEMONSTRATIONCommercial Underwriting Assistant.

Use case

The business work and decision the system supports.

IN THE SAMPLE DEMONSTRATIONSummarize a submission for a human underwriter.

Model

A specific predictive or language model used by a system.

IN THE SAMPLE DEMONSTRATIONAn explicitly sample hosted language model; not inferred from the application’s name.

Deployment

Where and how a system/model version runs.

IN THE SAMPLE DEMONSTRATIONAn authored example environment and hosting region, or “Not documented.”

Requirement

An obligation or expectation whose source and applicability must be identified.

IN THE SAMPLE DEMONSTRATIONA clearly sample oversight requirement in the demonstration.

Policy

The organization’s stated rule or commitment.

IN THE SAMPLE DEMONSTRATIONHuman review is required before a defined decision.

Control

An assigned activity intended to put a policy or requirement into practice.

IN THE SAMPLE DEMONSTRATIONA reviewer checks and records a decision before work advances.

Evidence

A record supporting a specific assertion, scope and period.

IN THE SAMPLE DEMONSTRATIONA procedure describes the control; a review event may show an instance of its operation.

Knowledge view

Entities and typed relationships: what exists and how it is connected.

IN THE SAMPLE DEMONSTRATIONSystem → model → provider; policy → control → evidence.

Context view

Recorded rationale, actors, source versions, conditions and changes.

IN THE SAMPLE DEMONSTRATIONWhy a mapping was accepted, who reviewed it, and what changed afterward.

A policy statement is not proof that a control operated. Accepting a source assertion is not approval of an AI use or acceptance of its risk. A “second brain” can help retrieve and connect information; it does not replace these distinctions or the customer review process.