How I AIQuests, token leaderboards, and a skills marketplace: the elite AI adoption playbook | John Kim
At a glance
WHAT IT’S REALLY ABOUT
Sendbird’s AI adoption playbook: quests, leaderboards, and internal marketplaces
- Sendbird empowered non-engineering teams (especially marketing) to ship production-grade experiences—like a full swag store with Stripe—in days using AI-assisted building.
- The company created an internal “Automators” quest system where employees post automation needs and others (humans and AI agents) build and deliver reusable workflows.
- A dedicated “AI Engineer for Internal Operations” function partners with CTO/InfoSec to provide a vetted, secure default stack, templates, and daily-updated guides that make shipping safe and easy.
- Adoption is actively managed via token-usage dashboards and a tiered leaderboard (from beginner to “AI god”), used for coaching and expectation-setting rather than performance punishment.
- Beyond work tooling, Kim demonstrates personal AI knowledge systems (e.g., “Gardener” for notes and auto-generated learning wikis) to highlight AI’s leverage for continuous learning and curiosity.
IDEAS WORTH REMEMBERING
5 ideasMake AI adoption a product, not a policy.
Sendbird built explicit UX for adoption—quests, marketplaces, rewards, templates, and dashboards—so using AI feels like participating in a system designed to help, not a mandate from leadership.
Let non-engineering teams ship real production value.
The marketing-built swag store illustrates a core outcome: when creative teams can build and deploy safely, “fun” and culture-forward experiences become feasible without fighting for roadmap priority.
Use a quest marketplace to bypass traditional prioritization bottlenecks.
Quests convert internal needs into well-scoped, volunteer-friendly projects with fast feedback loops, enabling “micro-projects” to get done outside rigid sprint planning.
Standardize a secure “happy path” to production.
Templates with authentication, environments, and pre-vetted tooling reduce risky shadow IT and stop employees from deploying sensitive tools to the public internet just to get something working.
Instrument usage, but frame it as enablement—not surveillance.
Token dashboards and tiers help managers tailor coaching (beginner → intermediate → expert) while explicitly avoiding the “lines of code” trap and keeping it out of performance reviews.
WORDS WORTH SAVING
5 quotesThis is an internal platform where anyone in the company can raise their hand and create what we call the quest. When there's a quest, AI can actually read through the specification, create PRDs, and start actually coding.
— John Kim
It's taking someone's super creativity and giving them powers to, to deliver it to your customers.
— Claire Vo
Basically a marketplace of AI needs and AI builders inside your company where anybody can just pop in and say, "Oh, I, I think I know how to do that."
— Claire Vo
We measure AI gods as somebody who spend more than 100 million tokens a day.
— John Kim
This is a beautiful time to fail forward and still get up and run faster than the others, right? So use more examples of that, and people bring out their confidence, so you have to really build energy around those people.
— John Kim
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