Current Lens
Tracking AI systems, workflow products, and founder quality.
Product-growth operator informed by venture
I build systems that turn messy market motion into clear operating leverage.
I work where product judgment, operating rigor, and market insight meet across Amazon, Uber, founder-led growth, and venture-backed environments.
Built Across
4.5 yrs
Operating at Uber
$2.1M
Amazon savings identified
$650K/mo
Burn reduced at Unacademy
15+
Founders supported at Antler
Selected Outcomes
A few results that capture how I operate.
Product judgment, operating discipline, and execution speed tend to show up together in the work I do.
$2.1M
Projected annual savings from Amazon network process redesign.
$650K/mo
Burn reduction driven through tooling, infra, and vendor decisions at Unacademy.
200%
Growth in 6 months after building the workflow and service system at Compass Overseas.
30%
Safety incident reduction driven through an AI-led insights initiative at Uber.
Case Studies
Five environments. One pattern.
See signal early, structure the system, and tie the work to concrete outcomes.
01
Removed network friction before it compounded into larger losses.
Process redesign, logic correction, and workforce readiness.
$2.1M identified
Open case study
02
Raised execution velocity while taking structural cost out.
Roadmaps, sprint cadence, AI tooling, and burn reduction.
$650K/mo reduced
Open case study
03
Converted ecosystem signal into diligence and founder conviction.
Founder sourcing, product judgment, and research systems.
15+ founders
Open case study
04
Built systems that improved visibility, safety, and employee experience across the company.
Cross-functional programs, internal tools, and incentive design over 4.5 years.
25-pt eNPS lift
Open case study
05
Built a guided operating system and proved demand fast.
0-to-1 workflow design, onboarding, and monetization.
200% growth
Open case study
What I Track
The signals I pay attention to now.
01
Workflow reliability is the new moat.
Products that survive repeat usage loops outperform products built for one impressive demo.
02
Distribution quality and product quality are converging.
The best teams learn in public, ship quickly, and collapse feedback into product decisions faster.
03
Operating leverage matters as much as feature ambition.
The strongest systems improve speed, quality, and cost structure at the same time.
Experience
Built across scale, startups, and venture.
Execution across scaled operators, founder-led growth, and investor-facing environments.
Amazon
Pathways Operations Manager Intern
2025
Antler
Associate Intern
2025
Compass Overseas
Founder
2022-2024
Unacademy
Program Manager, CTO Office
2022
Uber India
Program Specialist
2017-2022
Contact
If you need product, growth, or strategy work with real operator judgment, reach out.
I am most useful in environments that need structured thinking, fast learning loops, and practical execution.
Connect