Guides

Practical guides for governed growth.

Operational guidance for teams building AI governance, sustainability reporting, and evidence workflows.

AI governance vs GRC

Why traditional GRC tools are not enough for AI governance, and how enterprises should connect AI inventory, risk, controls, and evidence.

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AI Agents6 min

AIUC-1, AI agents, and MCP governance

How to govern agentic AI, tool access, MCP-connected workflows, and AIUC-1-style assurance controls.

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EU AI Act6 min

Annex III high-risk AI classification guide

How enterprise teams should classify AI systems against Annex III high-risk use cases and preserve evidence for the decision.

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EU AI Act7 min

Annex IV technical documentation

How to turn EU AI Act technical documentation into a living evidence system rather than a static document scramble.

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EU AI Act6 min

Article 5 prohibited AI practices

A practical guide to screening enterprise AI use cases for EU AI Act prohibited-practice risk before procurement or deployment.

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Sustainability Reporting6 min

California SB 253 and SB 261 readiness

What companies should prepare for under California climate disclosure rules, including emissions data, climate-risk reporting, and evidence workflows.

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Sustainability Reporting7 min

CSRD double materiality and ESRS readiness

How to prepare for CSRD and ESRS reporting with double materiality, data ownership, assurance evidence, and repeatable controls.

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EU AI Act7 min

EU AI Act compliance timeline for enterprises

A practical timeline for enterprise AI teams preparing for phased EU AI Act obligations, from prohibited-practice screening through high-risk system evidence.

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EU AI Act5 min

EU AI Act penalties and Article 99 exposure

How to think about EU AI Act penalty exposure, including why Article 5 screening and evidence continuity matter for enterprise risk teams.

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EU AI Act6 min

Fundamental Rights Impact Assessments: practical FRIA guide

What a Fundamental Rights Impact Assessment should cover, where manual FRIAs fail, and how to make FRIA evidence repeatable.

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Carbon Accounting7 min

GHG Protocol, emission factors, and audit-ready calculations

How to make greenhouse gas calculations traceable by connecting activity data, emission factors, methodology, and review evidence.

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AI Management System7 min

ISO/IEC 42001 certification roadmap

A practical roadmap for building an AI Management System aligned to ISO/IEC 42001 and preparing for certification.

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Sustainability Reporting6 min

ISSB vs CSRD for global reporting teams

How to compare ISSB and CSRD reporting expectations and build one evidence model for global sustainability disclosure.

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AI Risk Management7 min

Operationalizing the NIST AI RMF

How to turn NIST AI RMF Govern, Map, Measure, and Manage into a repeatable operating model for enterprise AI systems.

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Carbon Accounting7 min

Scope 3 methodology and gap modeling

How sustainability teams can calculate Scope 3 emissions when supplier data is incomplete and still preserve audit-ready methodology.

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