The human side of AI adoption: Managing cultural resistance
Cultural resistance is the #1 blocker to AI adoption. Learn how to build trust, reduce shadow AI, train role-based workflows...








| Launchcodex | Typical vendor | |
|---|---|---|
| Success metric |
Pipeline, revenue, and LTV
|
Impressions and clicks
|
| Planning |
Prioritized 90-day roadmap with owners
|
Ad hoc tasks and tickets
|
| Scope |
Strategy, CRO, media, email, analytics
|
Single-channel execution
|
| Experimentation |
Structured tests with clean reads
|
Random tweaks and guesses
|
| Attribution |
GA4 plus server-side, dashboards
|
Pixel-only and noisy data
|
| Cadence |
Sprints, demos, and QA
|
Monthly status calls
|
| AI and automation |
Built into ops and delivery
|
Manual checks and drift
|



Cultural resistance is the #1 blocker to AI adoption. Learn how to build trust, reduce shadow AI, train role-based workflows...
Compare the top LLM tracking tools for AI visibility, including mentions, citations, and share of voice. Learn what to measu...
Learn how to earn citations in Google AI Overviews with a practical SEO + GEO playbook. Includes query fan-out mapping, cita...

