310: AI Expert: Stop Measuring AI Adoption Wrong (Here's What Actually Works)
Release Date:
July 8, 2026
Release Date: July 8
Everyone says they're "adopting AI"—but the bills are landing and no one's sure what tokens, logins, or dashboards actually prove. The harder truth: most "AI failures" are human ones in disguise.
In this episode of the Learn-It-All™ podcast, Damon Lembi kicks off a new monthly series with Learnit's Chief AI Learning Officer, Christa Hill. In a rapid-fire "agree or disagree" format, they go six rounds on the questions every leader is stuck on.
Why token usage is the wrong first metric to measure
The hidden cost of the marathon chat session
Why "show, don't tell" hackathons beat login counts for tracking real adoption.
How to answer the "what's in it for me?" question that stalls adoption in management
And much more!
In This Episode:
00:00 - Introduction: a new monthly series with Christa Hill
01:08 - Round 1: Is token usage the right adoption metric?
02:00 - Should you track logins and sessions instead?
03:17 - Why long chat sessions quietly burn tokens
03:56 - Hackathons and "show, don't tell"
05:13 - Round 2: Is "just adopt AI" a strategy?
06:10 - Raise the literacy floor first
07:28 - Why leaders must model the behavior
08:52 - Answering "what's in it for me?"
11:03 - Ask your AI what it can't do in your job
13:00 - The non-binding social contract
15:17 - Round 3: If I keep failing, am I doing it wrong?
16:23 - The Jenga test for working at the edge
17:34 - Does AI stifle critical thinking, or sharpen it?
18:18 - The $18,000 mistake and who's at fault
21:21 - You own what AI produces
23:00 - Christa's Easter-egg swear jar
23:30 - Round 4: Do you meet people where they are?
24:53 - Christa's honest take on adoption fatigue
28:40 - Timeboxing and stacking small wins
29:54 - Why there's no finish line
30:23 - Round 5: Are the jobs coming back?
32:07 - Why the comeback jobs look different
32:57 - White Castle and the plumber that fooled Mom
35:13 - Round 6: AI adoption or better work?
36:51 - Rethinking performance reviews
38:08 - Smash or Pass: the tools lightning round
38:42 - Claude Cowork (smash)
39:26 - Copilot's surprise 10-out-of-10
41:47 - Canva (pass, for now)
42:49 - Gamma and the death of the fancy deck
44:00 - Wispr Flow (smash): throw away your keyboard
45:39 - Christa's final challenge: think bigger
46:26 - Damon's closing: adoption starts with you
About Christa Hill:
Christa Hill is the Chief AI Learning Officer at Learnit, where she leads the AI Kickstarter program and teaches AI literacy to leaders and teams. She's in live classrooms most of the week, helping organizations move from first exposure to real adoption—and helping leaders navigate the human side of change: fear, resistance, and "what's in it for me?"
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