Product Engineer · Ex-Founder

Aarav
Khanduja

Product Engineer. Spent the past year at Phia, building internal products end to end — data pipelines, analytics infrastructure, and applied AI.

Experience

Across startups, internships, and side projects, I've focused on building products people actually want — and validating that with data and usage.

Product Engineering Intern

Phia

May 2026 - Aug 2026

Agentic Systems & Evals

  • Shipped a browser-agent validation pipeline (browser-use on Kernel) that cut false positives , selected through a controlled two-model bakeoff and used to automate QA.
  • Built an AI eval lab that runs 300+ real support-ticket prompts through the production pipeline in isolation, letting the team benchmark and iterate on features without deploys.

Data & Analytics Infrastructure

  • Re-architected analytics with nightly materialization, replacing multi-GB warehouse scans with millisecond reads and enabling faster performance analysis.
  • Built an end-to-end user segmentation system across the data pipeline, targeting engine, and UI, enabling personalized CMS targeting that increased engagement.

Content Systems

  • Built an image enhancement review and publishing pipeline with staged review, CDN delivery, and bulk operations, scaling enhanced home-feed assets and increasing CTR and session time.
Analytics Infrastructure
Data Pipelines
Audience Segmentation
Applied AI & Evals
Browser Agents
Full-Stack Engineering

Product Management Intern

Phia

Sept 2025 - May 2026
  • Partnered with ML and engineering to turn messy user feedback on search relevance into ranking improvements, reducing latency by 80% and increasing product clicks by 45%.
  • Built an analytics MCP server and unified OAuth gateway (1k+ LOC, 18 commits), letting LLM clients query product analytics — still actively used across the product team.
  • Built a structured research system, interviewing 70+ users across active, churned, and new cohorts, driving 10+ shipped experiments and contributing to 100K+ retargeted clicks.

Joined pre-seed at under 10 people; the product grew to 1M+ users and a $35M Series A led by Notable Capital, with Khosla Ventures and Kleiner Perkins.

Product Engineering
Experimentation (A/B & Feature Gates)
Funnel Analysis
Activation & Onboarding
Internal Tooling

Product Management Intern

Penseum

July - Aug 2025

Doubled engagement on the core “Learn Mode” feature by reducing time-to-activation through onboarding UX, CTAs, upload performance, and AI-generated content.

Used Mixpanel and session replays to analyze onboarding funnels and inform product design.

Activation & Onboarding
Funnel Analysis
Experimentation
Product Analytics

Cofounder

ProperlyAI

Jan 2024 - Mar 2025
  • Partnered with 5 real estate teams across Compass, Coldwell Banker, and Douglas Elliman to validate workflows and product direction.
  • Placed 2nd at Techstars Startup Weekend and joined the NYU Sprint Accelerator, securing $6k in grant funding.
  • Ran 70+ user interviews and onboarded 5+ beta teams, driving 3 major product pivots.
  • Owned product, GTM (cold outreach), and execution across a 5-person team.
  • Built and shipped an AI CRM for realtors, turning inbox data into structured client summaries.
Zero → One Product
Customer Discovery
Product Strategy
GTM & Distribution
Applied AI

Product Marketing Intern

Penseum

Dec 2023 - Jan 2024

Integrated Mixpanel into the frontend and designed a UTM strategy analyzing 10K+ visits across 1M+ impressions.

Helped drive early adoption of an AI lecture notes → quizzes product across student communities in Harvard, Columbia, NYU, UCLA, and UCSD.

Growth & Distribution
Analytics Infrastructure
Attribution & Tracking
Early User Acquisition

Built a gamified rewards system with a leaderboard that awarded points for event participation and enabled members to redeem points for merchandise, increasing engagement across a 40+ member community.

Increased event attendance through incentive-driven engagement loops.

Incentive Design
Gamification Systems
Community Growth
Full-Stack Development

Featured Projects

Open-source projects I've contributed to.

text0 screenshot
Contributor
🏆 Next.js Global Hackathon 2025 Winner

Built local-first LLM support for a context-aware text editor, removing dependency on cloud APIs and enabling offline usage.

Contribution

Implemented local inference using Ollama with a non-edge API route
Designed environment-based fallback for switching between local and cloud providers
+298 / −116 LOC

Impact

Removed mandatory API key requirement and reduced vendor lock-in

Tech

Next.js
Trigger.dev
Ollama
CineScreen screenshot
Contributor
22★ on GitHub

Improved editing workflows for a cursor-free screen recorder focused on power users.

Contribution

Built a keyboard shortcut system with input focus guards and modifier handling
Implemented animated click indicators with Sharp-based rendering controls
+465 / −35 LOC across 2 PRs

Impact

Enabled fully keyboard-driven workflows
Improved visual clarity of exported recordings

Tech

Electron
TypeScript
Sharp

Skills & Expertise

Product

Onboarding & Activation
Retention
Experiments (A/B, feature gating)
User Research
Cohort & Funnel Analysis

Technical

Full-stack (Next.js, React, FastAPI)
Data & Analytics (Mixpanel, Postgres)
AI (LLMs, inference workflows)

Get in Touch

Happy to chat about product, early-stage building, or applied AI.

Connect with me