The refusal-capacity map: who can say no, by profession and jurisdiction
A comparative map of which body, in a given profession and country, can refuse an AI deployment and make the refusal bind, arranged from the strongest enforceable power (a statutory works council veto) through bargained floors, binding professional codes, information rights and guidance, down to workforces with no body at all. Read as a repertoire, not a ranking: every profession stands on an identifiable rung and a documented mechanism exists for climbing.
When this decides something for you
A Bar Council member, a union officer, a regulator or a policy reader asks where their own body stands: whether it can refuse, or only advise, or only be told. The map answers by placing the body on a rung and naming the rung above it. It is maintained as a living instrument; it grows by one row for every answer to a one-line question: your profession, your country, and whether any body in it could refuse an AI deployment.
The rungs, from the top
Statutory veto. Germany's Works Constitution Act (Betriebsverfassungsgesetz), section 87(1) No.6, gives the works council co-determination over technical devices designed to monitor employee behaviour or performance; sections 90 and 80(3), added by the 2021 modernisation, give information and consultation rights at the planning stage of an AI deployment and a presumption that an external expert is necessary when the council evaluates AI, at the employer's cost. The strongest enforceable refusal power today belongs to a works council, not to any learned profession. Its boundary was marked by the Hamburg Labour Court on 16 January 2024 (24 BVGa 1/24): where the employer merely permits voluntary browser use of a chatbot through private accounts and has no access to usage data, neither section 87(1) No.1 nor No.6 is triggered. Employer-provided systems with accessible logs remain within co-determination on the decision's own logic.
Bargained floor. The Writers Guild of America and SAG-AFTRA agreements of 2023, renewed and extended in 2026: binding on signatory employers for their term, won without a statute, and held through renewal.
Binding professional code. The International Ethics Standards Board for Accountants' technology-related revisions to its Code, final pronouncement April 2023, effective for periods beginning on or after 15 December 2024, cascade to member institutes that adopt them: ICAS adopted a revised Code incorporating them from 1 January 2025; ICAEW approved incorporation through Council in 2025; the Institute of Chartered Accountants of India circulated an aligned revised Code for comment closing 26 November 2025, with adoption not confirmed as of the author's last check. A code rung binds members of the adopting institute.
Court-ordered activation. The Supreme Court of India's direction to the Bar Council of India in Pooja Ramesh Singh v. Jammu and Kashmir Bank Ltd, 2026 INSC 668 (2 July 2026): the statutory body directed to prescribe a guiding principle and the disciplinary action that follows its violation. Activation of an existing power, not construction of a new one.
Court-issued binding directive. Thailand's Civil Court regulation on the use of AI in the preparation of pleadings and documents, B.E. 2568, effective 17 November 2025, as described by Bangkok counsel: human verification of all facts and law before submission, disclosure and marking of AI-generated content with prescribed framing statements, accountability with the signatory, and no defence of AI error. Read with the Supreme Court President's recommendation gazetted 22 October 2025. The Thai texts were not read at source; their status is stated as counsel report it.
Information right. The EU AI Act, Article 26(7): employers who deploy a high-risk system at the workplace must inform workers' representatives and affected workers. Spain's Workers' Statute, article 64.4(d), inserted by the Rider Law of 2021: the works council must be informed of the parameters, rules and instructions of algorithms or AI systems that affect decisions on working conditions, access to and maintenance of employment. A right to be told, not to refuse.
Guidance. The Bar Standards Board's guidance of May 2026 and the many regulator notes of the same kind on four continents: existing duties mapped onto AI, no method standard enacted, no defined consequence. The rung most professional bodies stand on.
Nothing yet. The data workers of the AI supply chain, content moderators and annotators, whose organising is the construction road's current frontier: the African Content Moderators Union and comparable efforts, which have a body in formation and no binding instrument.
What the map shows
Almost all professional-body responses to AI are soft: guidance that annotates existing duties rather than a rule that refuses. The bodies with the strongest refusal powers are labour institutions, not learned professions. And the two ends of the map are one process at different stages: today's dormant councils are the successful conclusions of earlier organising drives.
Where it stands in the record
Entries marked as read at source in the author's ledger: the German statute, the EU Regulations, the IESBA pronouncement, the guild texts, the Indian judgments, the BSB guidance. Entries taken from counsel or secondary reports: the Hamburg decision, the Thai instruments, the Spanish provision's English rendering, the ICAI status. The map states which is which and is corrected as sources are read.
Provenance and method.
Where this was published
- Shivam Shukla
- The Power to Say No
- SSRN 7454698 (2026)
- section 5
- and the author's verified empirical material of 28 July 2026 (entries A to I)
Changelog
- 2026-09-25, version 1. First published.
Read next in the Library
- Refusal capacity: the activation and construction pathways
- Answerability
- The promulgation deficit
- The screen guild agreements: the construction pathway in contract
- EU Artificial Intelligence Act: human oversight, justice as high-risk, and the worker information right
- Bar Standards Board guidance on AI, May 2026: what soft activation looks like