AI Competency in HR & People Hiring: A Tactical Guide and Assessment Tool

Market Signals: What’s Shifting in HR & People, and What Each Shift Changes About Hiring

1. 01What’s shifting in marketThe bottleneck is HR’s own AI capability, not access to tools. The 4Q25 Gartner survey of 110 heads of HR found that 95% of organizations have implemented AI in some capacity over the last year, so access stopped being the constraint a while ago. What hasn’t moved is maturity and impact. Gartner also reported a starker number, where 88% of HR leaders say their organizations have not realized significant business value from AI tools. ↓ How this impacts hiringThat 88% is a hiring problem before it’s a technology problem. Companies interview for tool familiarity, which nearly every HR & People candidate now has, and end up hiring someone who makes the existing process marginally faster. That still has value, but it just isn’t transformation, and it’s usually not what the req was written to solve. Decide which change you actually want made to the function: a faster time-to-hire, stronger talent acquisition, or organizational transformation and systems building. Then build a loop that tests for exactly that.
2. 02What’s shifting in marketAI compliance in HR is still evolving, but it’s getting concrete. A few years ago this was maybe a company policy conversation. Now, things are getting more specific. New York City has required annual independent bias audits of hiring tools, plus advance notice to candidates, since 2023. Illinois wrote AI directly into its Human Rights Act as of January 2026. Colorado spent two years delaying, pausing, and rewriting its AI law before landing on a narrower disclosure and transparency play. The specifics still vary by jurisdiction, but a growing number of companies are prioritizing a human remaining in the loop, notice to the candidates affected, and records of where AI played a role. ↓ How this impacts hiringWhoever you hire inherits a moving target: writing the policy, standing up the systems, and making judgement calls in territory where the answers aren’t settled just yet. That’s a different profile than someone working from a checklist. Screen for someone willing to implement (and define) a standard before the rules are final, and for the artifacts that prove they’ve done it: an inventory of where AI touches employment decisions, the notice language, etc.
3. 03What’s shifting in marketThe funnel broke, and TA is being hired to fix signal rather than speed. AI-assisted applications pushed volume significantly up while signal got muddy and went down. The industry now has a name for the downstream problem, “skillfishing” AKA candidates who present strong on paper because AI helped them claim (and craft) skills they don’t really hold, then struggle once hired. The practical response has been to move verification of these claimed skills earlier in the process and to weight structured evidence over self-reported experience. ↓ How this impacts hiringBe careful hiring the recruiter whose answer to too many applicants is another screening tool. Volume is the easy part now. The hard part is the human read: looking at a resume that was written to pass and knowing whether the person behind it did the work. Ask what they changed when applications spiked, what evidence they stopped trusting, and what they started asking candidates to show instead. Then ask which quality metric moved: offer acceptance, first-year retention, hiring manager satisfaction. Tools where tools help, judgement where it counts.
4. 04What’s shifting in marketThe function is getting leaner while the mandate moves up, reshaping compensation. HR is taking the sharpest budget pullback of any function. In Gartner’s 2026 benchmarks, drawn from an October 2025 survey of more than 300 CFOs, only 29% planned to increase HR budgets while 22% expected cuts, dropping average growth from 2.4% to 0.7%, attributed to reduced hiring and AI efficiency gains. But the squeeze is landing on the operational layer, not the top (which is absorbing much of the operational layer now).The number of CHROs among the five highest-paid executives at Russell 3000 companies also rose 55% between 2021 and 2025, from 148 to 230, and their median pay is growing faster than any other role in the C-suite. As the Conference Board’s researcher put it, talent and digital capability are now treated as enterprise risks rather than support functions. ↓ How this impacts hiringCompanies used to look for a culture builder and a steady operator. Now they are paying for someone who can lead enterprise transformation with AI: redesigning how work gets done, deciding what AI absorbs and what stays human, and owning the workforce consequences either way. That person is scarce, and the pay data shows it in a ~10% premium for HR & People leaders who drive this transformation and translate talent strategy into measurable business outcomes.See our salary guides and more compensation trends: PE-backed / VC-backed
5. 05What’s shifting in marketHunt Club is also seeing AI become a growth lever in Talent.Workforce planning and org design are where AI is starting to pay off differently, playing a more proactive role in the HR & People function. More and more, teams are leveraging AI to assess which roles are genuinely high priority, find internal efficiencies before adding headcount, and scale cross-functionally in step with the business.↓How this impacts hiringThis is a different hire than the one who automated the funnel. Ask what a candidate has recommended the business not hire, and what evidence they brought to that call. The strongest signal is someone who used AI to shape headcount and org decisions before they were made, rather than to process reqs after.

AI Leverage vs. Human Judgement: What to Understand Before You Score a Candidate

Every function is working out where the human line sits in the AI era. HR & People is the one where getting it wrong is felt by a person. A bad AI output in marketing is an off-voice campaign you can pull. In HR & People it’s a rejection, a rating, a termination, a benefits denial: decisions that land on someone’s livelihood and/or an organization at large. That makes human judgement and discernment more than a nice-to-have here. In this function, it’s frankly the core of the job.

So there are two questions to ask about any HR & People candidate, and they’re independent of each other:

1. 01AI Leverage: Do they use AI to widen what the function can credibly take on (more of the funnel covered, faster cycles, etc.)? Also, do they use it to accelerate growth (prioritizing the roles that matter most, finding internal efficiencies before adding headcount, and building workforce plans, etc.)?
2. 02Judgement: Can they name the HR and people decisions they will not hand over to AI outright, and have they held that position even when it cost them something (such as time to hire)?

When AI Earns Its Place in HR & People

Strong judgement matters, but so does knowing when to use it. Across conversations with our clients, the same five areas keep coming up as the ones that decide whether part of this function is ready for AI, or whether a person should still be doing the work.

Screening for Signal & Sample Interview Questions

How to read between the lines of a resume in the era of AI

The same line on a resume can describe wildly different work. What separates them is what you go looking for.

Keep in mind, in technical hiring, you can usually go look at the work such as the code someone wrote or the thing they built. It’s much harder to look for these things in HR & People hiring. Policies, programs, and org changes have little trail outside the company. This puts unusual weight on the resume and the first call, which are exactly where AI claims are cheapest to make. The point of this section is to get you to a shortlist worth interviewing.

Sample Interview Questions

AI Leverage x Human Judgement Axis

Instead of one score on one ladder, plot the candidate on both axes. Check the signals that apply as you debrief; the dot moves to show which quadrant they land in.

The AI Competency Scorecard

Use this to score any HR & People candidate after the interview loop. Tap a score for each signal below. The total updates as you go. To receive a final score, you must score each signal.