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Evaluate the AI tool in the workplace task where you plan to use it—not as an abstract product category. Define the task and who could be affected, trace the data and decisions involved, test realistic cases, and decide what safeguards and oversight are needed before rollout. NIST’s voluntary AI Risk Management Framework (AI RMF) offers a repeatable structure: Govern, Map, Measure, and Manage.

Start by defining the work the tool will do

Write down the specific task and intended benefit before comparing tools. “Use AI to improve productivity” is too broad to evaluate; “summarize internal meeting notes for staff who attended” gives reviewers a concrete workflow to examine.

Record the intended users, people affected, system boundary, data inputs, outputs, downstream decisions, and the person accountable for the result. Distinguish assistive uses—such as drafting or searching—from uses where an output changes someone’s access, evaluation, or another consequential decision. The same tool can present very different risks in different contexts.

Use NIST’s four functions as a review sequence

NIST describes the AI RMF as voluntary guidance for managing risks to individuals, organizations, and society across AI design, development, use, and evaluation. Its four functions—Govern, Map, Measure, and Manage—can organize a practical pre-adoption review. The NIST Playbook suggests actions, but organizations can tailor which actions they use; it is not a universal pass/fail checklist.

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1. Govern: assign responsibility and authority

Name a business owner for the proposed use and identify reviewers from the functions it implicates. Depending on the task, that could include IT or security, privacy, legal, procurement, and the employees who will use the system or be affected by it.

Decide who can approve the use, what must be documented, how concerns are escalated, and who owns incident response. NIST provides an organization-wide risk-management structure; it does not prescribe a fixed set of roles for every employer.

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2. Map: trace the workflow, data, and potential harms

Follow information through the system: what enters it, where processing occurs, who can access the information, what is retained or shared, and where outputs go. Include connected services and the people who may rely on or act on an output.

Document the intended context, foreseeable misuse, affected groups, and plausible consequences of errors. If the tool uses generative AI, consider risks arising from model design or operation, inputs and outputs, and human abuse or unsafe repurposing. NIST’s Generative AI Profile provides additional risk-management actions for generative AI across lifecycle stages.

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3. Measure: test the actual tool and workflow

Before relying on a tool, evaluate it on representative tasks and edge cases from the intended workplace use. Keep a record of test conditions, results, and limitations; do not describe a tool as tested unless those tests were actually performed.

Choose checks in proportion to the possible harm. NIST frames risk in terms of likelihood and consequence, so an error that could affect someone’s access or evaluation warrants more scrutiny than a low-impact drafting mistake. Relevant checks may include:

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  • Whether outputs are accurate and reliable for the task, including how the workflow handles errors or unsupported answers.
  • Whether security controls and failure behavior are appropriate for the data and use.
  • How the system handles personal or sensitive information, including retention and access.
  • Whether outcomes show bias or disparate effects for users or affected people.
  • Whether people can understand, question, and appropriately oversee the system’s role.

4. Manage: make a decision and plan for change

Choose whether to proceed, limit the use, add human review, change the data or workflow, or reject the use. If proceeding, set expectations for monitoring, feedback, incidents, and periodic reassessment. Establish how to stop or roll back the workflow if its behavior or circumstances change, and record residual risks and who accepts them.

These steps apply the AI RMF’s Manage function and lifecycle perspective; they are not a fixed control set that fits every organization.

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Compare tools on the same workplace task

For each candidate tool or deployment configuration, use consistent evidence and criteria. A feature list or vendor assurance alone cannot show whether a system is appropriate for your workflow.

Comparison area Questions to answer
Task fit and performance Does it perform the intended task under representative conditions, including relevant edge cases?
Data handling What information is processed, retained, shared, or accessible, and under what controls?
Security and failure behavior How does the system respond to misuse, errors, outages, or unsafe inputs?
Privacy and fairness What effects could the workflow have on users and affected people, including disparate effects?
Transparency and oversight Can users understand the system’s role, challenge outputs, and apply meaningful human review?
Vendor and change controls What evidence, update controls, support, and incident processes are available?
Cost and operational burden What ongoing effort and resources are needed to operate, monitor, and govern the use?

These comparison areas draw on NIST’s trustworthiness characteristics and lifecycle risk approach; they are not a vendor rating or universal ranking. NIST’s characteristics include validity and reliability, safety, security and resilience, accountability and transparency, explainability and interpretability, privacy enhancement, and fairness with harmful bias managed. Their relevance varies by context, and tradeoffs can occur. Considering each characteristic separately does not by itself establish that a system is trustworthy.

Check the framework’s limits and current status

The AI RMF is voluntary guidance, not a legal compliance opinion or a substitute for applicable requirements. Employment, privacy, consumer-protection, sector, and procurement rules depend on the country, sector, and intended use. Verify requirements for the actual deployment with appropriate local expertise.

NIST’s official framework page lists the Generative AI Profile, released July 26, 2024, and says AI RMF 1.0 is being revised. Check NIST’s current page for the latest framework materials before relying on a particular version.

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NIST summarizes the framework’s purpose this way: “The Framework is intended to help developers, users and evaluators of AI systems better manage AI risks which could affect individuals, organizations, society, or the environment.”

Sources

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