Uttam <> Emily
Date: February 27, 2026 Source: Granola Meeting ID: 8b970542-62e2-4efd-98dd-f718d931b0fd URL: https://notes.granola.ai/t/8b970542-62e2-4efd-98dd-f718d931b0fd
Participants:
- Uttam Kumaran (Brainforge)
- Emily K.chan
Summary
Emily’s Return to Corporate & AI Integration at Airbnb
- Joined Airbnb end of 2025 as Staff Data Scientist
- Cross-functional team covering entire guest/host journey
- Supply quality assurance on platform
- Data-driven host improvement and guest experience
- Guest quality verification to protect hosts
- AI integration transforming daily work
- Frees up time for insightful analysis vs. data plumbing
- Can focus on “last mile” work - understanding data stories
- Makes role more enjoyable and strategic
AI Impact on Data Teams & Workforce
- Speed vs. scale challenges
- Individual tasks completed much faster with AI
- Company-wide impact still limited by business inertia
- Can’t push 500 changes simultaneously to hosts
- Minimum time horizons still exist for experiments/changes
- Workforce implications
- Emily concerned about job displacement as AI advances
- Sees pattern: AI creates more demand initially (digging under rocks)
- Different skill sets required, not necessarily fewer people
- Support staff (design, marketing, sales) likely affected first before engineers
Brainforge Growth & Business Model Evolution
- Team scaled to 25 people, tripled business in Q4
- Reduced anxiety around payroll/small business risks
- New hires: recruiting lead, go-to-market/marketing lead
- Robert formally leading sales, Uttam still heavy on delivery
- Revenue drivers
- Compounding effects from 2023-2024 relationship building
- 6-9 month sales cycles with larger companies now converting
- Working with multi-hundred million dollar brands
- Strong case study development and storytelling
- Partnership momentum
- Snowflake collaboration bringing clients
- Omni (BI tool) partnership delivering mutual value
- 2+ years of relationship building paying off
Service Positioning & Pricing Strategy
- Moving away from billable hours toward outcome-based pricing
- Targeting specific KPI improvements
- 20% higher click-through rates
- 50% increase in attributable leads
- End-to-end data capability as competitive advantage
- One team handles modeling through insights
- Eliminates typical consultant communication gaps
- Faster delivery, better requirements gathering
- Internal culture more like product company than traditional consultancy
- Shared learnings across projects
- Team collaboration vs. siloed client work
- Leveraging AI systematically across all functions
Next Steps
- Uttam to send Emily job descriptions for Brainforge roles
- Full-stack/backend developers for AI work
- Data engineers, analytics engineers, senior data analysts
- Emily to consider referrals from her network
- Uttam to notify Emily about potential NYC events/happy hours