Inspiration gallery
AI adoption inspiration
AI Adoption Cookbook
A curated selection of AI adoption practices from companies that publish how they start, mandate, gamify, embed, and learn from mistakes.
About this cookbook
What's this?
A pick-and-mix gallery of AI adoption practices from companies that publish how they start, mandate, gamify, embed, and learn from mistakes.
How to use
- 1Browse by theme with the chapter nav, or scroll the full cookbook.
- 2Open live examples from the companies that published them, then remix what fits your risk appetite and stage.
Designing the org around AI?
Pair adoption tactics with org design choices so AI is structural, not just a tool tip in Slack. Org Design Cookbook.
With thanks
Shoutout to the companies whose open culture stance lets the rest of us learn.
Duolingo
Intercom
Klarna
Meta
Perplexity
Shopify
ZapierFirst moves that create momentum
Getting started
Hackathons, People-led pilots, challenges, and budgets that make experimentation cheap.
Zapier
One week hackathon: halt everything, every team builds something
View live example
Influur
People team builds first: proves it to leadership before asking for buy-in
View live example
Whoop
30-day challenge, bite-size daily tasks, employees nominate tools to trial
View live example
Duolingo
$300 per employee for AI tools, courses, subscriptions: no approval required
View live example
When AI becomes non-optional
The mandate
Executive expectations that tie AI use to headcount, fluency, performance, and rewards.
Shopify
CEO memo: prove you have exhausted AI before asking for headcount
View live example
Zapier
Four-tier fluency rubric: what was Capable in 2025 is Unacceptable in 2026
View live example
Meta
AI-driven impact embedded in performance reviews and comp: 200+ data point tracker
View live example
Activation mechanics
Challenge / hackathon
Mandatory challenges, quest systems, and public power-user counts that create peer accountability.
Influur
Two-week mandatory challenge, protected building days, CEO competes, winner gets iPad
View live example
Sendbird
Token tiers Beginner to AI God, quest system, skills marketplace
View live example
Ramp
Publishes AI power user counts by team: transparency creates peer accountability
View live example
Where AI sticks
Embedding in processes
Hiring, onboarding, reviews, product dogfooding, and cultural defaults that keep AI in the workflow.
Zapier
AI fluency in hiring rubric, onboarding, and performance review
View live example
ElevenLabs
Built AI voice clones of own recruiters: using own product in own hiring
View live example
Intercom
CTO embeds monthly with teams to find 2x AI productivity opportunities
View live example
Perplexity
Ask AI before asking a colleague: cultural default not a policy
View live example
What to learn from overreach
Cautionary tales
Cases where speed, replacement framing, or quality trade-offs forced a rethink.
More open resources
Other free templates and diagnostics from Open Org.
Org Design Cookbook
Structure and AI-in-the-org choices that sit underneath adoption.
Hiring Cookbook
Where AI shows up in screening and candidate experience.
Performance Cookbook
Reviews and manager workflows that can absorb AI fluency.
Onboarding Cookbook
How new joiners learn the operating system, AI included.
Want help remixing these into your AI adoption plan?
Build an AI adoption plan with AIBring your stage and constraints, then draft a getting-started-to-embedding plan inspired by the ingredients above.
AI Adoption Cookbook by Open Org. Contribute a practice at hello@openorg.fyi.