Wonder & Worry

Guidelines by field

AI guidelines in business, hiring and finance what the field's own bodies ask

Business frameworks are about process more than conscience: inventories, audits, logs and management systems. They also carry some of the sharpest political disagreements, between federal deregulation and state protections in the US, and between rights and speed in the EU.

Last reviewed 27 October 2026. Every claim links to its source.

At a glance

  1. Govern, map, measure, manage

    Know what AI you use, what could go wrong and who owns the risk.

  2. Existing rules still apply

    Rules on supervision, records and fair dealing cover AI, and overstating your AI is misleading marketing.

  3. Test and log

    Test before deployment, monitor afterwards, and log prompts, outputs and model versions.

  4. Check hiring tools for bias and tell candidates

    New York City requires annual bias audits and candidate notice.

  5. Let people challenge decisions

    Notice, an explanation after an adverse outcome, a chance to correct data and human review.

Who has spoken

Presented as factual information.

FINRA, describing AI hallucinations that are inaccurate or misleading

Binding and voluntary

Binding

The EU AI Act; New York City's hiring law; state employment laws in California, Illinois and Texas; Colorado's replacement law from 2027; SEC and FINRA rules.

Voluntary

The NIST framework, ISO/IEC 42001 and the EU's general-purpose AI Code of Practice, which is voluntary but a recognized way to show compliance.

What changed in 2025 and 2026

Where people still disagree

Supporters of the US federal approach argue that a patchwork of state rules burdens innovation; supporters of state laws argue that people need protection from discriminatory automated decisions now. In the EU, the delays were driven by concern that the rules slow innovation, while critics of the delays say they weaken rights protection. Both positions are in the sources.

Questions to ask yourself

  • Do I have a list of every AI tool my team uses, and who is responsible for each?
  • If an applicant or customer were turned down partly by AI, could we explain why and let a person review it?
  • Are our marketing claims about AI accurate enough to survive a regulator's question?

How this lines up with my everyday guidelines

My everyday guidelines beside this field's nearest rules
My everyday guidelinesThe field's nearest rule

2. Practice transparent collaboration Own all outputs that carry your name or business reputation.

Existing duties of supervision and fair dealing cover AI (FINRA).

4. Use for good Put client welfare and truthfulness above convenience.

Overstating your AI is misleading marketing (SEC AI-washing cases).

Not part of my everyday guidelines.

Check hiring and other high-stakes tools for bias, and give people a way to challenge decisions (NYC LL144; Colorado).

Source 253

National Institute of Standards and Technology. AI Risk Management Framework (AI RMF 1.0, 26 Jan 2023; Generative AI Profile NIST-AI-600-1, 26 Jul 2024). nist.gov/itl/ai-risk-management-framework ; Axios. Industry pushes back on planned edits to the AI risk framework. 13 Feb 2026. axios.com/2026/02/13/industry-lutnick-ai-risk-framework

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Source 254

International Organization for Standardization. ISO/IEC 42001:2023, Artificial intelligence: management system. 18 Dec 2023. iso.org/standard/42001

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Source 262

Debevoise & Plimpton (summary). FINRA's 2026 Regulatory Oversight Report. Dec 2025. debevoise.com/insights/publications/2025/12/finras-2026-regulatory-oversight-report-continued

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Source 261

Harvard Law School Forum on Corporate Governance. Decoding the SEC's first AI-washing enforcement actions. 18 Apr 2024. corpgov.law.harvard.edu/2024/04/18/decoding-the-secs-first-ai-washing-enforcement-actions ; Legal 500. The great SEC spring clean-up: 14 proposals wiped away. 2025. legal500.com/intelligence/united-states/corporate-commercial-law/the-great-sec-spring-clean-up%E2%80%9314-proposals-wiped-away

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Source 257

Office of the New York State Comptroller. Enforcement of Local Law 144: automated employment decision tools (audit). 2 Dec 2025. osc.ny.gov/state-agencies/audits/2025/12/02/enforcement-local-law-144-automated-employment-decision-tools

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Source 258

National Law Review. The federal government quietly removed its AI hiring guidance; four states are writing their own. natlawreview.com/article/federal-government-quietly-removed-its-ai-hiring-guidance-four-states-are-writing

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Source 259

McDermott Will & Schulte. Colorado AI law in flux: comprehensive replacement bill signed after federal court blocks predecessor's enforcement. 2026. mcdermottlaw.com/insights/colorado-ai-law-in-flux-comprehensive-replacement-bill-signed-after-federal-court-blocks-predecessors-enforcement/ ; Arnold & Porter. Colorado narrows its AI law, but the FTC says that's not enough. Jul 2026. arnoldporter.com/en/perspectives/advisories/2026/07/colorado-narrows-its-ai-law-but-the-ftc-says-thats-not-enough

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Source 255

ActuIA (summary). AI Act obligations in force, and delays under Omnibus 2026/1744. actuia.com/en/news/ai-act-obligations-in-force-and-delays-under-omnibus-2026-1744/ ; Future of Life Institute, AI Act Explorer: Digital Omnibus (check EUR-Lex for the official text). artificialintelligenceact.eu/ai-act-explorer/digital-omnibus/ ; Gibson Dunn. EU AI Act omnibus agreement: postponed high-risk deadlines. gibsondunn.com/eu-ai-act-omnibus-agreement-postponed-high-risk-deadlines-and-other-key-changes/

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Source 260

Wiley. White House issues executive order to promote national AI policy framework and challenge certain state AI laws. Dec 2025. wiley.law/alert-White-House-Issues-Executive-Order-to-Promote-National-AI-Policy-Framework-and-Challenge-Certain-State-AI-Laws

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Source 256

European Commission. The General-Purpose AI Code of Practice. 10 Jul 2025. digital-strategy.ec.europa.eu/en/policies/gpai-code-practice

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