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Amit Chetwani

@amitchetwani

AI-driven product delivery leader reducing LLM costs and boosting accuracy.

India
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What I'm looking for

I’m looking to lead end-to-end AI product delivery, combining hands-on LLM evaluation with scalable operations. I want to build workflows and automation that improve accuracy, reduce costs, and strengthen client retention and outcomes.

I’m an AI-driven Product Delivery and Operations leader with 8+ years of progressive experience across customer operations, quality analytics, LLM evaluation, and product delivery management. At Convin.ai, I currently lead multiple teams totaling 15 members, owning client alignment, escalation handling, retention, and timely delivery for 150–200 SMB and enterprise accounts.

I’m hands-on with evaluating and benchmarking LLMs—including Claude, GPT-4, Gemini, Grok, Kimi, and others—to deliver accuracy and cost efficiency. By using systematic model evaluation, prompt optimization, and cost control strategies, I’ve reduced LLM/AI model costs by 40% month-on-month (saving ~₹10L/month and ~₹1.2 Cr annually).

I also improve delivery outcomes end-to-end: I drove delivery accuracy from 75% to 90% through redesigned delivery workflows, structured QA checkpoints, and building 3 tool automation systems plus 10+ process automation shifts—reducing client escalations and rework by ~80%. I’ve designed and shipped internal tools and pioneered a client-side Product Configuration Expert model that cut average delivery time by 30% and configuration-related escalations by 95%.

Experience

Work history, roles, and key accomplishments

CO
Current

Head, Product Delivery

Convin.ai

Jan 2025 - Present (1 year 2 months)

Led multiple product delivery teams totaling 15 members, owning lifecycle delivery for 150–200 SMB and enterprise clients including alignment, onboarding, retention, and escalation handling. Reduced LLM/AI model costs by 40% month-on-month (≈₹10L/month, ~₹1.2 Cr annually) and increased delivery accuracy from 75% to 90% by redesigning delivery workflows and implementing QA checkpoints and automatio

CO

Quality Analyst

Convin.ai

Jan 2022 - Jan 2023 (1 year)

Expanded from QA into product delivery process design by identifying and resolving operational bottlenecks. Partnered with product and ops teams to improve customer experience metrics and built AI-driven quality evaluation knowledge that supported a role expansion into delivery.

ES

Quality Analyst

Etech Global Services

Jan 2020 - Apr 2022 (2 years 3 months)

Applied NLP to audit and analyze large-scale conversation data for quality and sentiment insights. Built data-driven evaluation frameworks for quality assessment and independently managed a $20,000 client portfolio to identify behavioral patterns that improved client satisfaction.

Education

Degrees, certifications, and relevant coursework

Maharaja Sayajirao University of Baroda logoMB

Maharaja Sayajirao University of Baroda

Bachelor of Commerce (B.Com), Commerce

Earned a Bachelor of Commerce (B.Com) degree from Maharaja Sayajirao University of Baroda in Vadodara, India.

Tech stack

Software and tools used professionally

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