Governance, accountability and oversight. What a board is responsible for knowing when the organisation adopts AI.
Of the 284 questions on the questions map, these 104 are the ones boards and directors have a specific reason to ask. 58 have a dedicated answer; the rest are partly answered or openly on the roadmap, and are marked as such rather than quietly dropped. Last reviewed 29 August 2026.
Start here
The 12 that matter most, with what the research says in one line.
- AnsweredWhat should a board ask about AI?
Twelve questions, each paired with the answer that should worry you. Ask two or three in passing rather than as an agenda item.
- AnsweredIs our AI adoption drift or design?
Most organisations are not choosing. They are accumulating decisions that were never made, which is drift with a strategy document attached.
- AnsweredWhat is the AI readiness lie?
Readiness assessments measure intent and infrastructure. Neither predicts whether capability survives contact with the tools.
- OpenWho is accountable when AI gets it wrong?
Open, and needs a liability map across jurisdictions rather than an opinion.
- PartialWhat are we legally required to do now?
Article 4 on literacy since February 2025, Article 14 on oversight since August 2026. Not legal advice, and the guidance does not exist yet.
- AnsweredHow do you audit an AI-assisted decision?
Article 12 requires the log. Article 14 does not require per-decision review, except for biometric identification, which almost everyone gets wrong.
- AnsweredIs usage the same as adoption?
No. Seat counts and prompt volumes measure activity. Nothing in them says capability changed.
- AnsweredWhat is capability debt?
Capability an organisation has stopped maintaining but still assumes it has. It comes due when the system fails or the question is novel.
- OpenShould we cut headcount because of AI?
Open, and the useful version names the cases where it destroyed capability.
- AnsweredWhat is meaningful human oversight?
A term from the autonomous-weapons literature now appearing in regulation. Open, and increasingly commercially relevant.
- AnsweredIs my organisation measuring the right thing?
Almost certainly not. Licences, seats and prompts all rise while nothing changes about capability.
- OpenAre executives reading summaries instead of the source?
A quiet change in how senior decisions get made, with no measurement anywhere. Open.
Everything else boards and directors ask
Grouped the way the map is grouped. Each links to its answer, or to its place on the map if it is still open.
Me and AI
- PartialWhat should I never delegate to AI?
- AnsweredWhat do I lose when AI summarises something for me?
- PartialShould I use primary sources rather than an AI summary?
Thinking
- AnsweredDoes AI make everyone think alike?
- OpenDoes AI make confirmation bias worse?
- OpenHow do you change your mind?
- OpenWhat is intellectual humility?
Judgement
- AnsweredDoes AI weaken human judgement?
- AnsweredWhat is automation bias?
- AnsweredIs human in the loop enough?
- PartialShould humans always make the final decision?
- AnsweredDo agents change the judgement question?
- AnsweredWhat is the difference between a good decision and a good outcome?
- OpenDoes explaining an AI's reasoning help?
- AnsweredWhat is automation complacency?
Learning
Career
Skills
- OpenAre human skills actually becoming scarcer?
- AnsweredWhat is big picture thinking?
- AnsweredWhat is principled innovation?
- AnsweredWhat is deskilling?
Work
- AnsweredWhat stays human?
- AnsweredHow do humans and AI make decisions together?
- AnsweredWhat is AI literacy, and is it the right goal?
- PartialWhat happens to institutional memory?
- OpenWhat is the difference between augmentation and automation?
- PartialHow do I decide what to automate?
- PartialWhat is human-on-the-loop?
- OpenWho owns AI-generated work?
Leadership
- AnsweredHow should leaders respond to AI?
- AnsweredWhat does AI literacy mean for leaders?
- AnsweredWho owns verification when AI does the work?
- OpenHow should decision rights be allocated?
- AnsweredHow do you measure AI adoption properly?
- AnsweredHow do you write an AI use policy that works?
- OpenShould leaders use AI themselves?
- AnsweredIs AI a change management problem?
- AnsweredWhat goes wrong in AI transformations?
- AnsweredIs our AI policy actually enforceable?
- OpenHow do we allocate AI decision rights?
Organisations
- AnsweredWhat is an AI workforce strategy?
- PartialDoes AI reduce or increase headcount?
- AnsweredHow do you avoid capability debt?
- AnsweredWhat is usage theatre?
- OpenWhat does good AI adoption look like a year in?
- OpenHow should small organisations approach AI?
- OpenHow should the public sector approach AI?
- AnsweredWhat is human capability in the age of AI?
- AnsweredHow do you measure human capability in an organisation?
- AnsweredWhat is the difference between AI adoption and human capability?
- AnsweredIs AI hype or doom?
Talent
Evidence and the wider picture
- AnsweredWhat do we actually know about AI and human capability?
- AnsweredWhere is the evidence on AI and human capability?
- AnsweredWhich books and papers on AI and human capability actually matter?
- AnsweredWere past predictions about AI and work correct?
- AnsweredWhat do the key terms about AI and human capability mean?
- AnsweredWhat is the SuperSkills argument about AI and human capability?
- AnsweredHow strong is the evidence that AI weakens human capability?
- AnsweredWhat does the evidence on AI and human capability not show?
- AnsweredWhat is happening outside the US and UK?
- PartialHow does this research compare with the WEF Future of Jobs report?
- OpenHow does this research compare with the OECD's work on skills?
- PartialCan capability loss from AI actually be measured?
- PartialWhat evidence would change your mind about AI and capability?
- AnsweredWhat should I read about AI and human capability?
- AnsweredWhich AI reports are worth reading?
- AnsweredAre the most quoted AI statistics true?
- PartialWhy is the AI debate so much louder than the evidence?
- AnsweredWhat is happening with AI and work in Asia?
- AnsweredDoes any government address AI deskilling in policy?
- AnsweredWhat is happening with AI and work in the Gulf?
- AnsweredDo Gulf AI frameworks address deskilling?
- AnsweredWhat is happening with AI and work in Japan?
- OpenWhat is happening with AI and work in India?
- OpenWhat is happening with AI and work in Germany?
- OpenWhat obligations do companies have to preserve human capability?
- OpenShould governments care about AI-driven deskilling?
Agents and autonomy
- AnsweredWhat changes when AI acts instead of answering?
- OpenWho is responsible when an agent makes a mistake?
- PartialHow do you supervise something that does not wait for you?
- OpenCan agents manage other agents?
- PartialHow much autonomy is too much?
- OpenWhat is an AI agent?
- OpenWhat limits should an AI agent have?
- PartialWhat is meaningful human control?
Professions and sectors
If this is your brief
Governance, accountability and oversight. What a board is responsible for knowing when the organisation adopts AI.
The keynote for this audience · Advisory and coaching · Enquire
Same questions, different reader: CHROs and HR leaders School and university leaders Early career and graduates Managers and team leads Regulated and expert professions Parents The full map, all 284