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aashi2912/README.md

Typing SVG


🧠 About Me

Name:       Aashi Thakkar
Role:       Product Manager β€” Alternative Data, Gen AI & Research Technology
Focus:      LLMs Β· AI Agents Β· RAG Systems Β· Data Platforms
Education:  Masters in Applied Computing | B.E. in Computer Engineering
Mindset:    "Went from writing code to deciding what code gets written β€” turns out the second one is harder."

I'm a Product Manager who lives at the crossroads of Alternative Data, Generative AI, and Research Technology β€” figuring out how to turn complex AI/ML capabilities into products people actually want to use. I spend my days shaping LLM-powered research tools, RAG pipelines, and data platforms that serve real workflows at scale.

Before I moved to product, I was an engineer β€” building complex analytics web applications. That background means I don't just hand off specs and hope for the best. I dig into the systems, understand the trade-offs, and have real conversations with the teams building the thing.


πŸš€ What I'm Working On

πŸ€– Gen AI & Research Technology

  • LLM-powered research assistants that cut manual effort by 30%
  • AI Agents with RAG for automated insight generation
  • NLP-based information extraction & vector search systems
  • AI evaluation frameworks β€” latency, accuracy, adoption guardrails

πŸ“Š Alternative Data & Platforms

  • Real-time analytics platforms for trading & reporting workflows
  • Scalable data infrastructure across multiple asset classes
  • Experimentation frameworks for feature impact validation
  • Cross-functional delivery across Engineering, Data Science, UX, QA & Compliance

⚑ Impact So Far

Metric Impact
🧠 Manual research effort reduced 30% via GenAI automation
βš™οΈ Workflow efficiency improved 25% through research tech enhancements
πŸš€ Delivery timelines accelerated 20% with refined PRDs & AI system design
πŸ“ˆ Platform performance boosted 40% via optimized caching & data strategies
🎯 Feature adoption increased 15% with scalable, responsive UI components

πŸ› οΈ Tech & Product Toolkit

AI / ML

LLMs RAG NLP Prompt Engineering AI Agents Embeddings Vector Search

Languages & Frameworks

Python JavaScript SQL React Next.js Node.js

Product & Analytics

JIRA Confluence Tableau Postman A/B Testing

Databases

MySQL MongoDB


🎯 How I Think About Product

I don't believe in building features nobody asked for. The best products come from sitting with users long enough to understand what they're actually struggling with β€” not what they say they want in a meeting.

For me, AI isn't the product. It's a tool. The product is the problem you're solving and how seamlessly you solve it. If the user has to think about the AI, you've already lost.

Ship small, measure honestly, and have the guts to kill things that aren't working.


πŸ’¬ Let's Connect

Always up for good conversations about Data and AI product strategy, or just nerding out about how to build better research tools.


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