Pradyumna Joshi
Product Leader
AI Solutions Architect. Bridging the gap between user needs and agentic AI.
Selected Work
A curated collection of projects across generative AI, product strategy, data analytics, and agile delivery.
Generative AI
Building intelligent systems with RAG, agents & prompt engineering
Retention Advisor AI Agent
A RAG-powered AI agent designed to reduce financial institution churn by predicting at-risk customers and recommending specific retention strategies. Achieved 75% prediction accuracy and targeted a 10% increase in customer loyalty within the first six months.
Condo Companion AI Agent
Reduced condo manager response time from ~4 hours to <1 minute. Captures 100% of user requests across WhatsApp and Gmail, automatically generating Gmail alerts and visualizing real-time status on a Lovable-powered dashboard.
Chatbots
Improved job search efficiency by 30% by architecting scalable chatbot architectures using Llama 3.3 and FastAPI.
Product Management
Strategic roadmaps, PRDs & user-centric growth
AI Agent - Condo Companion PRD
Authored a comprehensive PRD for an AI-driven HOA audit automation tool. Executed end-to-end product discovery to translate property management pain points into a technical RAG-based roadmap.
Lovable Dashboards (AI Infrastructure)
Architected and managed the development of centralized monitoring dashboards for multi-domain AI agents. Optimized for LLMOps and scalability to ensure real-time performance tracking and API health.
MyCo & Ford Strategic Intelligence
Orchestrated GTM strategy and roadmap for the MyCo Robotic Assistant, including SWOT and full backlog prioritization. Performed macro-level PESTLE for Ford to evaluate market entry risks.
Product Strategy & OKR Frameworks
Developed a custom Product Vision Framework and a high-impact "one-page insight" guide on OKRs vs. KPIs to align cross-functional teams and clarify performance measurement.
Data Analytics
SQL, Python & data-driven decision modeling
Customer Churn Prediction Model
Built an ML pipeline predicting customer churn with 89% accuracy, enabling proactive retention strategies that saved $2M annually.
Real-Time Analytics Dashboard
Designed end-to-end analytics infrastructure tracking 50+ KPIs across product, marketing, and revenue with automated anomaly detection.
A/B Testing Infrastructure
Established a statistical testing framework with Bayesian analysis, reducing experiment cycle time from 4 weeks to 10 days.
Project Management
Agile/Scrum leadership in high-velocity AI environments
AI Product Launch - Zero to One
Led a cross-functional team of 12 through a 6-month product launch cycle, delivering an AI-powered SaaS product on time and under budget.
Agile Transformation Initiative
Spearheaded organizational shift from waterfall to agile across 3 product teams, improving delivery predictability by 45%.
ML Ops Pipeline Coordination
Managed CI/CD and model deployment workflows integrating data engineering, ML research, and platform teams for continuous AI delivery.
Career Journey
A timeline of growth from data analytics to AI product leadership.
Senior Product Manager - AI Platform
Leading AI Startup
Driving the product vision for an agentic AI platform. Owning end-to-end product strategy for multi-agent orchestration, RAG pipelines, and enterprise AI integrations.
Product Manager - Data & ML
Fortune 500 Tech Company
Led data platform products serving 200+ internal teams. Shipped ML-powered analytics suite that increased data-driven decisions by 60%.
Associate Product Manager
High-Growth SaaS Startup
Managed B2B SaaS features from discovery to launch. Conducted 100+ user interviews and drove a 35% improvement in core activation metrics.
Data Analyst
Analytics Consulting Firm
Built dashboards and predictive models for Fortune 500 clients. Specialized in customer segmentation and churn analysis using Python and SQL.
B.Tech in Computer Science
Top Engineering University
Graduated with honors. Focus areas in machine learning, data structures, and software engineering. Published research on NLP applications.
Contact
Let’s connect if you’re building or scaling complex products, platforms, or AI-enabled systems.
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