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Ila B.

Product Manager | AI-Driven Products | AI AGENTS | LLMs | ML MODELS | Strategy, Execution & Impact

India

10+ years of work experience

Sep 20255 mosJan 2026

Mumbai, Maharashtra, India

Design Agentic workflows, for FRM analysis, claims decisioning and identifying behavioural biometrics. Navigate full AI/ML lifecycle– training, evaluation, monitoring, iteration. Seamlessly integrate AI capabilities to improve product adoption. Identifying the sources of random behaviour and implement guardrails to balance autonomy with control. Led the Generic Profiles module from discovery to launch. This product enhances the Profiles engine, enabling creation of flexible behavioural profiles (e.g., based on cardid or deviceid) using Spark-based config queries on Trino Datalake tables, replacing rigid legacy configs.
C-Zentrix (Towards Vision Technologies Pvt. Ltd.)
Sep 20165 yrsAug 2021

Product Lifecycle Management || Backlog Grooming & Sprint Planning || Requirement Gathering & Analysis || Agile & Scrum Methodologies || Continuous Product Innovation || Team Management & Leadership || UAT (User Acceptance Testing) || Risk Identification & Mitigation || Client & Stakeholder Management || Product Management || Customer Experience (CX) || Data-Driven Decision Making || Design & User Experience (UX) Knowledge || First Principle Thinking
C-Zentrix (Towards Vision Technologies Pvt. Ltd.)
Sep 20115 yrs 1 moSep 2016

+Implemented internationalization for Noon-Dubai on Admin and Agent Panels, enabling seamless multilingual functionality and improving product adoption across diverse users. + Designed and deployed REST API for NDNC Application with backend team, eliminating duplicate leads and automating monthly DNC database updates. + Developed customized performance reports (Missed/Answered/Converted Calls in YTD format) aligned with client requirements, enhancing decision-making and operational transparency. + Standardized bug fixes and feature enhancements into a unified product version, improving user satisfaction by 35% and reducing recurring support issues. + Collected client requirements, created documentation, debugged and customized code, and executed unit testing to deliver reliable, high-quality solutions.

Ila’s AI Stack

cursor
cursor
langchain
langchain
lovable
lovable
notion
notion
v0
v0
Bolt.new
Bolt.new

Education

Mahatma Jyotiba Phule Rohilkhand University (MJPRU), Bareilly

Bachelor of Technology - BTech, Electrical and Electronics Engineering

Mahatma Jyotiba Phule Rohilkhand University (MJPRU), Bareilly

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Headline

Product Manager | AI-Driven Products | AI AGENTS | LLMs | ML MODELS | Strategy, Execution & Impact

About

https://docs.google.com/presentation/d/1c7IjVLzbLsjlUGz0ClJOuQ8m7Iq0UJwzAw0zONlMCTI/edit?usp=sharing https://medium.com/@build_with_ila/ Experienced in Product Development and Deployment. Proficient in Web Development, AI Automations, Agentic AI development. Hands on experience in Perplexity AI, Langchain, Langraph, Google ADK, Groq, CI/CD, Troubleshooting, Product Lifecycle Management, Backlog Grooming, Sprint Planning, Requirement Gathering & Analysis, Agile methodologies, Continuous Product Innovation, User Acceptance Testing, Risk Identification & Management, Design & User Experience, Data-driven Decision Making, Scrum, Cursor IDE, Github Copilot, REST APIs, Datalake, pgAdmin, Postman, AWS, JIRA, Trello, Figma, Mixpanel, Gitlab, Dbeaver Key Competencies: Requirement Analysis Feasibility Analysis Technical Product Delivery Management Cross-functional Team Collaboration Stakeholder Management Release Management Change Management Product Developmen

Location

India

AI stack

cursor

langchain

lovable

notion

v0

Bolt.new

Work experience

Product Manager at Dronapay, Sep 2025 - Jan 2026 · 5 mos, Mumbai, Maharashtra, India, Design Agentic workflows, for FRM analysis, claims decisioning and identifying behavioural biometrics. Navigate full AI/ML lifecycle– training, evaluation, monitoring, iteration. Seamlessly integrate AI capabilities to improve product adoption. Identifying the sources of random behaviour and implement guardrails to balance autonomy with control. Led the Generic Profiles module from discovery to launch. This product enhances the Profiles engine, enabling creation of flexible behavioural profiles (e.g., based on cardid or deviceid) using Spark-based config queries on Trino Datalake tables, replacing rigid legacy configs.

Product Manager at C-Zentrix (Towards Vision Technologies Pvt. Ltd.), Sep 2016 - Aug 2021 · 5 yrs, Product Lifecycle Management || Backlog Grooming & Sprint Planning || Requirement Gathering & Analysis || Agile & Scrum Methodologies || Continuous Product Innovation || Team Management & Leadership || UAT (User Acceptance Testing) || Risk Identification & Mitigation || Client & Stakeholder Management || Product Management || Customer Experience (CX) || Data-Driven Decision Making || Design & User Experience (UX) Knowledge || First Principle Thinking

Technical Team Lead at C-Zentrix (Towards Vision Technologies Pvt. Ltd.), Sep 2011 - Sep 2016 · 5 yrs 1 mo, +Implemented internationalization for Noon-Dubai on Admin and Agent Panels, enabling seamless multilingual functionality and improving product adoption across diverse users. + Designed and deployed REST API for NDNC Application with backend team, eliminating duplicate leads and automating monthly DNC database updates. + Developed customized performance reports (Missed/Answered/Converted Calls in YTD format) aligned with client requirements, enhancing decision-making and operational transparency. + Standardized bug fixes and feature enhancements into a unified product version, improving user satisfaction by 35% and reducing recurring support issues. + Collected client requirements, created documentation, debugged and customized code, and executed unit testing to deliver reliable, high-quality solutions.

Education

Bachelor of Technology - BTech, Electrical and Electronics Engineering, Mahatma Jyotiba Phule Rohilkhand University (MJPRU), Bareilly

Ila B. - Product Manager in India | Tal