AI Competency in Consumer Goods & Services Hiring: A Tactical Guide and Assessment Tool
Most consumer leaders you interview this year will sound more or less “fluent” in AI. The vocab is everywhere and the case studies are easy to borrow, so fluency now costs a candidate nothing to acquire… but tells you almost nothing about them.
What hasn’t become free (in fact, what’s only grown in value) is the judgement to know where AI belongs in a consumer business, and evidence that someone has moved a number with it. That’s rare, and hard to uncover unless you know what to ask. This guide is what we’ve learned about what real AI competency looks like in consumer leaders, and how to assess it.
A note on scope: This guide weights consumer goods (CPG, food & beverage, beauty, household, apparel, DTC and retail) and consumer services (restaurants, hospitality and travel, health and fitness, membership and subscription businesses) equally. It covers commercial and operating leadership across both at the senior IC through executive level.
Please note: Every hiring process, and every company, is different. This guide is meant to be a directional tool, not a rigid rubric to apply wholesale. Use it to sharpen your own process. If you want more tailored support getting a specific consumer hire right, reach out to Hunt Club.
Market Signals: What’s Shifting in Consumer, and What Each Shift Changes About Hiring
- 01What’s shifting in marketLots of AI appetite. Very little impact. Deloitte asked 200 retail and consumer products executives about AI. Three quarters said it was a top priority, but only 16.5% could say what it had earned them. Just 7–10% had anything running across the whole company. Outside of IT, no use case had reached more than about a third of the business. Services looks the same. For example, 58% of hoteliers will put more than 10% of their IT budget into AI this year, but only about half have piloted or adopted anything at all. How this impacts hiringExpect your pipeline to be full of AI-forward candidates with plenty of them fluent with the tools. While important, it’s not the thing to screen for. You want to look for a real moved number: how many stores, units, or SKUs actually went live, and what happened to margin, forecast accuracy, or retention? If someone can only tell you what they use, you have learned that they are current, not that they can deliver.
- 02What’s shifting in marketHalf of consumer companies still let IT own AI strategy… But not for long! The same Deloitte research found 54% of AI strategy ownership still sits with technology leaders, not the people accountable for the P&L. That’s changing fast and we’re seeing more consumer companies pushing AI decisions into commercial seats, which means the CMO, the supply chain lead, and the GM are now the ones expected to have an answer. How this impacts hiringPlenty of strong consumer candidates have never had to own an AI decision, because a technology or engineering leader owned it for them. That’s a gap worth addressing in the loop, and it shows up most in senior leadership candidates. You’re not hiring a technologist, but you do need to hear what they personally decided, funded, and killed. If every answer is about what their data team built, they were nearby, not in charge.
- 03What’s shifting in marketAI is becoming the middleman between you and your customer. Adobe tracked more than a trillion visits to US retail sites and found AI-sourced traffic up 393% year over year in Q1 2026. It also buys more now: in March that traffic converted 42% better than everything else.Another example is in travel services, with AI traffic to US travel sites up 194% year over year in May. How this impacts hiringThis is a genuinely new competency, which means there is no deep bench of people with five years of it. Do not screen for a track record that cannot exist yet, as it may leave the seat open longer. Instead, companies we work with are screening more for candidates who have noticed this change in consumer behavior, and what they’re doing about it. Ask what an AI assistant sees when it evaluates their product or property, then go check for yourself before the next round. The gap between their answer and what you find is the real signal.
- 04What’s shifting in marketCustomers can tell when it’s AI, and they trust you less for it. When consumers notice AI in brand marketing, they are ~4x more likely to trust the brand less than more (31% versus 7%), per a December 2025 survey of 8,000 consumers. Additionally, the share saying heavy AI use would reduce their trust in a brand nearly doubled from 20% to 39% between 2025 and 2026. How this impacts hiringThe efficiency-maximizing consumer marketer is now a major brand (and business!) risk. A candidate who talks only about asset volume, cost per asset, or content velocity is describing the exact behavior the market is growing sick of and punishing. The competency you want and the competency significantly growing in value is judgement (we talk all about this and dive into how to assess for it in the following tabs).