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Ahana SarkarAS
Open to opportunities

Ahana Sarkar

@ahanasarkar2

I build and scale enterprise conversational AI products and evaluation systems.

India
Message

What I'm looking for

I'm looking to build enterprise AI products where I can lead agentic AI delivery, evaluation, experimentation, and production quality improvements while partnering closely with engineering and cross-functional stakeholders.

At JPMorgan Chase, I lead delivery for enterprise conversational AI serving 50M+ customers, including a 0→1 migration from legacy NLU to LLM, SLM, and agentic AI architecture. I design hybrid AI decisioning and multi-agent workflows for Chase Digital Assistant, Chase Travel Bot, and Universal Entry Point.

I've built LLM-as-a-Judge evaluation pipelines with human-in-the-loop blind testing, inter-annotator agreement validation, and recall analysis. I use production conversations, guardrails, SQL, A/B testing, and phased rollouts to maintain 90% intent F1 accuracy and prioritize roadmap decisions.

Previously, I delivered conversational AI solutions at Deloitte, Amelia, and Skit.ai, spanning customer journeys, intent recognition, multilingual models, voice interfaces, NLU, ASR, and TTS. I enjoy creating clear operating rhythms that keep product, engineering, legal, compliance, and model risk teams aligned.

Experience

Work history, roles, and key accomplishments

JP Morgan and Chase logoJC
Current

Product Associate - AI and Conversational Products

Jan 2025 - Present (1 year 8 months)

Led the 0→1 migration of enterprise conversational AI from legacy NLU to an LLM → SLM → Agentic AI architecture, coordinating release readiness and quality gates for customer-facing experiences used by 50M+ customers. Built an LLM-as-a-Judge evaluation pipeline with Human-in-the-Loop blind testing and maintained 90% intent F1 accuracy.

Education

Degrees, certifications, and relevant coursework

Kellogg Executive Education logoKE

Kellogg Executive Education

Post Graduate Certificate, Product Management

2026 -

Pursuing a Post Graduate Certificate in Product Management from Kellogg Executive Education, with an expected completion in March 2027.

Christ University logoCU

Christ University

Bachelor's, Hospitality Management

2017 - 2021

Grade: 9/10 CGPA

Earned a Bachelor's in Hospitality Management from Christ University, Bangalore, with a CGPA of 9/10.

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