
AI Offense and AI Defense: How Greenhouse Is Redesigning Its Entire Interview Process: VP of People Transformation, Ariana Moon (LIVE @ Transform 2026)
About this episode
These episodes of #thePOZcast, live from Transform 2026 in Las Vegas, are proudly brought to you by our friends at PIN. AI recruiting tools that automate candidate sourcing, screening, and scheduling across 850M+ profiles. Built for recruiters, agencies, and hiring teams.
Learn more and check out a demo: https://www.pin.com/book-a-demo?via=adam-posner
Thanks for listening, and please follow us on Insta @NHPTalent and www.youtube.com/thePOZcast
For all episodes, please check out www.thePOZcast.com
TAKEAWAYS:
1. Full Disconnection on Leave Is a Culture Signal, Not a Personal Choice
Ariana's ability to fully disconnect during five months of maternity leave wasn't just personal discipline — it was enabled by a company culture that explicitly supports and expects it. Greenhouse has a caregiver community, respects the whole person, and understands that genuine recovery and presence during leave leads to a better return. Companies that say they support leave but create implicit pressure to stay connected are signaling something important about how they see their employees.
2. Institutional Knowledge Is the Best Return-to-Work Advantage
What made Ariana's return from leave smooth wasn't a structured onboarding plan — it was nearly 11 years of context. She knew the Q4 rhythms, the relationships, the unwritten rules. For companies managing returning employees, this is a reminder that the investment in long tenure pays dividends at the most vulnerable moments.
3. The Candidate Experience Has to Be Half the Product
Greenhouse's mission — make hiring work for everyone — isn't just a brand statement. It's a product design imperative that extends to the job seeker experience, not just the recruiter experience. In a market that is genuinely brutal for candidates right now, companies and platforms that design for both sides of the hiring equation will win trust from both.
4. Dream Job Signals Cut Through AI-Generated Noise
Greenhouse's My Greenhouse platform — which lets candidates designate companies as dream job targets and signal genuine intent once a month — is a direct response to the noise problem created by AI mass-application tools. In a world where volume no longer equals signal, deliberate intent becomes the most valuable data point in the funnel.
5. The Market Is Shifting Toward Behavioral Hiring Over Background Matching
Greenhouse is redesigning its own interview architecture around specific defined behaviors — 'make good decisions fast,' 'invent the future,' 'be entrepreneurial' — rather than experience checkboxes. The implication for candidates: the ability to demonstrate how you think and decide is becoming more important than where you've worked. Portfolio career holders take note.
6. The STAR Method Is Fully Gameable — and Everyone Knows It
Traditional structured behavioral interviewing was built for a world where candidates had to recall and articulate their own experiences. AI second-screen tools have made that world obsolete. Real-time answer coaching during live interviews is happening right now, at scale, and the recruiting teams that haven't redesigned their interview approach for this reality are operating on outdated assumptions.
7. AI Offense and AI Defense Is the Most Useful Interview Framework in This Series
Ariana's team ran a workshop that split into two tracks: AI defense (how do we design questions that are more AI-resistant and require genuine human judgment to answer?) and AI offense (how do we explicitly screen for AI mindset, curiosity, and capability as a positive qualification?). Both are necessary. Neither alone is sufficient. This framework is immediately replicable.
8. 'How Do You Use AI Personally?' Is One of the Most Revealing Interview Questions Right Now
Asking candidates how they use AI in their personal or professional lives — not to catch them using it wrong, but to surface genuine curiosity and self-direction — is becoming one of the sharpest signals available in an interview. The candidates who have been experimenting,
iterating, and developing their own AI workflows are showing you something important about how they'll operate in roles that don't yet have defined playbooks.
9. Portfolio Careers Need Behavioral Framing to Land
Adam's candid share about feeling 'unhirable' after 10 years running his own business is a common experience for independent professionals re-entering corporate environments. Ariana's coaching: the shift toward behavioral hiring is actually an advantage for portfolio career holders — because the behaviors that make someone successful in an entrepreneurial context (making decisions fast, inventing solutions, operating without consensus) are exactly the behaviors companies are now explicitly hiring for.
10. The Best Conference Value Is the Hallway Conversation, Not the Session
Ariana didn't attend a single formal session at Transform and still left with more actionable intelligence than most attendees. The real value — for her and for the industry — is in the one- to-one conversations between practitioners comparing notes on what they're actually building and experimenting with. Conference organizers should design more space for that. Attendees should prioritize it.
CHAPTERS:
00:00 – Welcome Back: Motherhood & the Return Adam reunites with Ariana Moon — last seen 8 months pregnant — and gets the update on baby Leo, sleep training, and how a strong support village made the first year survivable.
02:30 – Taking 5 Months of Leave — Fully Disconnected What it looks like to actually step away: Greenhouse's culture of respecting leave, why full disconnection is both supported and expected, and why Ariana has zero guilt about it.
05:30 – The Timing Was Right: Checking Out During the AI Gold Rush Her leave coincided with peak AI hype saturation. Stepping away while the market worked itself out turned out to be exactly the right call.
07:30 – Coming Back After Leave: The Real Reimmersion Story How 11 years of institutional knowledge, strong internal relationships, and knowing exactly what Q4 looks like made the return smoother than it would have been for anyone else.
10:00 – What It Means to Recruit at a Recruiting Platform The unusual dual role: running a great recruiting team while also serving as a live feedback loop for the product and staying connected to how the market is evolving.
13:00 – The Candidate Experience Nobody Talks About Enough Greenhouse's mission — make hiring work for everyone — and why it has to extend beyond the recruiter to the candidate side. The market is brutal for job seekers right now.
15:30 – My Greenhouse: The Dream Job Feature How Greenhouse's B2C platform lets candidates designate dream job companies, signal genuine intent once a month, and give recruiters a quality signal in a market flooded with AI-generated noise.
18:30 – Portfolio Careers & How to Position Them Adam gets personal about feeling 'unhirable' after 10 years of entrepreneurship — and Ariana's coaching on positioning portfolio skills in a behavioral hiring market.
21:30 – Behavioral Hiring: The Shift Toward Interpersonal Skills How Greenhouse designs interviews around defined behaviors — 'make good decisions fast,' 'invent the future' — and why the shift toward behaviors over background may be the biggest structural change in recruiting right now.
24:30 – AI Killed the STAR Method. Now What? Traditional structured interviewing is fully gameable by AI second-screen tools. Ariana's team ran a workshop to directly confront this — and built something new.
27:00 – AI Offense and AI Defense: The Framework The two-part workshop: AI defense (questions that require genuine human judgment) and AI offense (explicitly testing for AI mindset and capability as a positive qualification).
30:00 – Testing for Curiosity as a Hiring Signal Why "how do you use AI personally?" is becoming one of the most revealing interview questions — surfacing genuine curiosity and self-direction rather than catching people out.
32:30 – What's Lighting Ariana Up at Transform 2026 Ariana didn't attend a single session — and that's the point. The value of Transform is the one-to-one conversations about what people are actually doing, building, and experimenting with right now.
35:00 – Connect With Ariana & the Vegas Advocate Where to find Ariana on LinkedIn — and her unexpectedly enthusiastic case for why Las Vegas is actually a great place to live.
Get every episode summarized
Each time The POZCAST: Decoding Success with Adam Posner publishes, we email you a written briefing from the transcript — the topics, who appeared, and any specific claims, with the ad reads skipped.
Email me new episodesFree for 3 shows. No card needed.
Hosts & guests
No transcript yet
This episode has not been transcribed. Request it and it moves to the front of the queue.
More episodes
More from The POZCAST: Decoding Success with Adam Posner

Ron Johnson: Creator of the Apple Store: How Human Connection Drives Retail in t...
The POZCAST: Decoding Success with Adam Posner

Jacob Chase: Revolutionizing Talent Measurement with Market Systems
The POZCAST: Decoding Success with Adam Posner

Burn Rate, Bull$hit, and the New Rules of Leadership: Josh Robinson & Mike Natha...
The POZCAST: Decoding Success with Adam Posner

Reimagining Leadership in the Age of AI: Brian Solis & Dave Wright
The POZCAST: Decoding Success with Adam Posner