FairByDesign Books

Operational AI Readiness

A Practitioner Guide to Governing AI That Is Already Live

By Viktoria Bakos | Published by FairByDesign

You inherited an AI governance problem that is already live. This is your operating manual.

Your organization deployed AI into workflows that affect hiring decisions, payment approvals, customer disputes, security triage, or vendor assessments. The tools work. The policies exist. But nobody can cleanly answer what the system is allowed to do, what changed last week, who reviews consequential outputs, or what happens when something goes wrong at scale.

This book closes that gap. It is not a principles document. It is not a framework summary. It is an operational discipline for making live AI workflows legible, bounded, reviewable, and explainable under ordinary use and under pressure.

Built on NIST AI RMF, the EU AI Act, OWASP Top 10 for LLMs, and current industry research, the guide translates regulatory and framework language into workflow-level controls your team can implement within 30 days.

Two editions. One decision.

The Standard Edition helps you govern one workflow properly. The Premium Edition helps you assess maturity, track remediation, report to leadership, and build a governance system your team can actually run.

Featured

Premium Edition

Build the governance system your team can actually run

Available directly on FairByDesign

Everything in the Standard Edition, plus five additional chapters, a fully worked case study with evidence traces, an operational maturity model, and reusable templates for assessments, findings, remediation, and governance trend reporting. Seventeen chapters built for teams moving from one governed workflow to a repeatable governance program.

$49 direct from FairByDesign.
Includes over $150 worth of governance frameworks, assessment tools, and reporting templates in one Premium system.

Everything in Standard, plus:

Privacy by Design in AI-Enabled Systems — workflow-level operationalization of data minimization, purpose limitation, consent boundaries, and retention discipline.

Bias Detection, Metrics, and Mitigation — where bias enters workflows, how to measure it, and how to build mitigation into review.

Governance Monitoring and Continuous Compliance — defined triggers, escalation paths, and review cadence instead of one-time theater.

The Operational Maturity Model — know where you are, what the next level looks like, and what to prioritize.

Communicating Findings to Stakeholders — executive framing, finding classification, and reporting formats for engineering, legal, compliance, and audit.

Fully worked case study:

A Customer Support Dispute Resolution Assistant taken from initial inventory through Week 3 evidence trace, including surfaced gaps, reconstructable reviewer override logic, and documentation of undocumented prompt variants discovered during the sprint.

Organizational templates included:

Operational readiness assessment scorecard. Structured assessment walkthrough. Executive summary and findings templates. Remediation tracking templates. Governance trend report templates. Control effectiveness tracking. Period assessment structure. Recommendation formatting for leadership review.

Best for: Team leads, governance leads, internal auditors, security and risk leaders, and organizations that need maturity scoring, remediation tracking, stakeholder reporting, and a defensible continuous-governance posture.

Standard Edition

Start governing the workflow in front of you

Available directly on FairByDesign

Twelve chapters. Five real-world scenarios. A complete 30-day readiness sprint. Every implementation artifact you need to govern your first workflow properly.

What you’ll be able to do:

Inventory consequential AI workflows and classify their real decision influence. Build approval gates where impact justifies friction. Create an evidence spine that lets you reconstruct AI-assisted decisions after the fact. Design human oversight that survives contact with real work. Run a 30-day readiness sprint that produces artifacts, not aspirations. Interrogate vendors with a due-diligence bank covering transparency, logging, data handling, incident response, and validation.

Includes five appendices:

Sample policy rules in YAML with explanations. Evidence logging schema with field logic. Human-in-the-loop workflow specification. Vendor due-diligence question bank. Minimal readiness test suite.

Best for: Individual practitioners, security engineers, product managers, compliance leads, internal auditors, and platform architects who need to understand the operational governance problem and solve one workflow properly.

Get the Standard Edition

Which edition is right for you?

One is for governing a workflow. The other is for building the system around it.

Feature Standard Premium
Core operational governance framework Yes Yes
Five real-world scenarios Yes Yes
30-day readiness sprint Yes Yes
Appendices and core implementation artifacts Yes Yes
Privacy by Design chapter No Yes
Bias metrics and mitigation chapter No Yes
Continuous compliance monitoring No Yes
Operational maturity model No Yes
Stakeholder reporting templates No Yes
Fully worked case study with evidence traces No Yes

Pick based on the buying context

If you are buying for yourself, using a learning budget, or trying to govern one workflow properly, the Standard Edition is enough.

If you are buying with company money because you need maturity scoring, findings communication, remediation tracking, and repeatable governance reporting, the Premium Edition is the stronger buy.

The Premium does not replace the Standard foundation. It extends it into program-level governance, reporting, and continuous improvement.

Product details

Digital product. Instant access after purchase.

Format: PDF digital download

License: Single purchaser use unless otherwise stated on the product page.

This guide provides general guidance on AI governance and operational readiness. It does not constitute legal advice.

Published by FairByDesign

FairByDesign is a public-interest media and learning platform focused on AI ethics and literacy, cybersecurity, and privacy.