"We didn't add AI features. We asked: if AI is as good as a team member, how does that change every team's structure and work?"
Airtable restructured engineering, product, and support teams around AI capabilities
The question every leader must ask: what tasks can AI do better than humans on this team?
AI doesn't just automate tasks — it changes what humans should be doing
Org design for AI: humans do judgment, strategy, relationships; AI does analysis, generation, triage
Framework
Airtable's AI Org Redesign
60%
of Airtable support tickets handled by AI
40%
of code first-drafted by AI
3×
faster feature documentation
Support: AI handles tier-1 tickets; humans handle complex cases and AI mistakes
Engineering: AI writes first drafts; engineers review, refine, architect
Product: AI synthesizes user feedback; PMs make decisions and set direction
Data/Analytics: AI generates initial analyses; analysts interpret and recommend
Howie's frameworkMap every role's tasks on a 2×2: high judgment vs. low judgment × high repetition vs. low repetition. AI takes the low judgment quadrant.
What Airtable Learned
Org Redesign Lessons
Hardest part: Getting employees to trust AI and change their workflows
Biggest win: Support AI freed human agents to do proactive customer success instead of reactive troubleshooting
Unexpected: AI-generated code required better code review culture — output volume increased, review quality needed to match
Ongoing: Org structure needs to evolve every 6 months as AI capabilities improve
The workflow change tax
It took 6 months to change most employees' actual workflows. Technology adoption is fast; habit change is slow.
The quality bar shift
As AI handles volume, humans must excel at the things AI can't do. The bar for human judgment rises.
Playbook
Restructure Your Team for AI
Audit every team: what % of tasks are high-repetition, low-judgment? That's your AI automation target.
Restructure support first — highest ROI, most measurable, most immediately demonstrable
Invest in AI code review culture before you invest in AI code generation tools
Redesign roles around judgment and relationships — not around tasks AI will take
The Airtable thesisIn 5 years, every team will be an AI-human hybrid. The companies redesigning now will have a 3-year head start.
Contrarian
Org Design and AI Myths
✗Add AI tools to existing rolesINSTEAD →✓ Redesign roles around AI capabilities. Adding tools to old structures produces marginal gains.
✗AI makes big teams unnecessaryINSTEAD →✓ AI makes the right-sized team more powerful. Fewer, better humans + AI > more humans.
✗Customer support can't be AI-firstINSTEAD →✓ Customer support is the highest-ROI AI application. The empathy work humans do is more valuable when AI handles the volume.
✗Restructuring creates culture riskINSTEAD →✓ Stagnation creates more culture risk than restructuring. The best talent wants to work with AI, not despite it.