What chros and hr leaders should be asking about AI

Workforce capability, the talent pipeline and what adoption does to the skills an organisation depends on.

Of the 780 questions on the questions map, these 175 are the ones chros and hr leaders have a specific reason to ask. 101 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 12 September 2026.

Start here

The 12 that matter most, with what the research says in one line.

• AnsweredWhat should a CHRO do first?

  Not procurement. The first move is knowing which capabilities the organisation cannot afford to lose.

• AnsweredWhat is an AI workforce strategy?

  A plan for which capabilities the organisation builds, buys, keeps and deliberately lets go. Most are procurement documents.

• AnsweredHow do you avoid capability debt?

  By deciding what you are keeping before you decide what you are automating. That ordering is the whole intervention.

• AnsweredWill AI replace entry-level jobs?

  The exposure evidence is real, the causal evidence is not yet. Youth employment is sensitive to a lot of things that are not AI.

• PartialHow do you keep juniors when AI does their work?

  Open, and a serious answer has to include why the business case is hard to make.

• AnsweredWhat is synthetic seniority?

  Output that looks senior produced by someone who has not done the work that makes senior judgement possible.

• PartialDoes corporate training still work?

  Completion is not capability. Five structural reasons, and the published data that would change the position.

• AnsweredHow do you write an AI use policy that works?

  Most are unenforceable and everyone involved knows it. Six elements that survive every model release, and one test that beats legal review.

• AnsweredHow do you measure human capability in an organisation?

  Six dimensions: judgement, practice, verification, accountability, origination and resilience. A proposed structure, not yet a validated instrument.

• AnsweredWhat are the missing rungs?

  The steps people used to climb to competence, which happen to be the ones most easily automated.

• AnsweredAre we losing tacit knowledge?

  Polanyi's concept. The form of knowledge most exposed by AI, because it is least likely to be in any training corpus.

• AnsweredHow do you assess capability rather than output?

  Structure roughly doubles predictive validity, observation needs about eight repetitions, and the .54 everyone quotes has been revised to .33.

Everything else chros and hr leaders 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.

Same questions, different reader: Boards and directors School and university leaders University students Early career and graduates Managers and team leads Regulated and expert professions Parents The full map, all 780