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Senior Product Manager · Bengaluru

I turn enterprise
data into operational
intelligence.

Product leader with 9+ years building AI-powered supply chain platforms, dealer ecosystems, and LLM systems at enterprise scale.

Explore Case Studies →Get in Touch
9+ yrsProduct Leadership
IIMKExecutive MBA
6AI Use Cases Deployed
90+Distributors Served
AI · Supply Chain · Digital Commerce
AI Product StrategySupply Chain IntelligenceSAP SDLLM SystemsIIMK Executive MBADigital CommerceDemand ForecastingAgile · ScrumEnterprise SaaSAI Product StrategySupply Chain IntelligenceSAP SDLLM SystemsIIMK Executive MBADigital CommerceDemand ForecastingAgile · ScrumEnterprise SaaS
About Me

Closing the gap between data & decisions.

I started as a software engineer building IoT apps. What I kept seeing was the same problem: the intelligence existed in the data, but the people who needed it had no way to act on it. That gap between raw enterprise data and decisions on the ground is what I've spent 9 years closing.

At TVS Motors, I own the supply chain platform serving 90+ distributors nationwide on a ₹3,000Cr+ annual revenue base. I've deployed AI replenishment engines, built dealer e-commerce generating ₹50L+ monthly, and defined the architecture for an LLM analytics copilot.

I'm pursuing my Executive MBA at IIM Kozhikode while building. My goal: be the PM who bridges AI capability and enterprise operations.

AI Product StrategySAP SD · Order-to-CashSupply Chain IntelligenceLLM Systems & RAGEnterprise SaaSDemand ForecastingIIMK Executive MBA
What I Do
WHATI DO

I turn enterprise data into operational intelligence across supply chains, dealer networks, and AI-powered decision systems.

01
AI-Powered Supply Chain
Designing demand intelligence, predictive replenishment, and anomaly detection systems that transform how enterprises manage inventory and service levels.
Demand ForecastingReplenishment AIAnomaly Detection
02
Enterprise SaaS & Platform
Building and modernizing B2B platforms, from legacy DMS migration to e-commerce systems driving ₹50L+ monthly revenue.
B2B E-CommerceSaaS MigrationSAP Integration
03
LLM & Intelligent Systems
Architecting LLM-powered analytics copilots, RAG pipelines, and intelligent automation for enterprise data querying.
LLM CopilotRAG ArchitectureNLP Queries
04
Warehouse & Ops Digitization
Digitizing end-to-end warehouse operations: QR-based inbound, smart pick-slip prioritization, and automation cutting processing time by 50%.
WMSQR AutomationProcess Optimization
Enterprise Impact

Numbers that moved the needle.

₹3,000Cr+
Annual Revenue
Platform Influence
+6%
Service Level
Improvement (82→88%)
12%
Stock-Out Risk
Reduction
₹50L+
Monthly Digital
Revenue Growth
45%
Digital Order
Penetration
50%
Warehouse Workflow
Efficiency Gain
Career Timeline

Building at the intersection of AI & enterprise.

TVS MotorsApr 2025 - Present
Senior Product Manager
Owns enterprise DMS platform serving 90+ distributors, influencing ₹3,000Cr+ annual spare parts revenue
Led AI-driven replenishment engine delivering 12% stock-out reduction, service levels 82→88%
Conceptualized Pan-India AI-powered inventory exchange marketplace with projected 20% dead stock reduction
Defined architecture for LLM-powered analytics copilot enabling natural language queries over enterprise dashboards
TVS MotorsSept 2022 - Apr 2025
Digital Product Manager
Built dealer-facing e-commerce platform generating ₹50L+ incremental monthly revenue with 45% digital order penetration
Led mobile loyalty ecosystem with 18% repeat purchase lift, 60% active participation in year one
Improved NPS through real-time inventory visibility and SAP synchronization, boosting order accuracy by ~20%
Confio TechnologiesFeb 2018 - Sept 2022
Product Manager
Owned product strategy for IoT Hubs and Controller platforms powering enterprise automation
Partnered with Schneider Electric on Wiser India initiative
Reduced cycle time by 30% through structured Agile governance
Confio TechnologiesAug 2016 - Feb 2018
Software Engineer
Developed Android apps for IoT-based home automation
Collaborated with firmware and backend teams on API integrations in Agile environment
AI Case Studies

Real AI. Real enterprise impact.

End-to-end AI use cases I conceptualized and drove at TVS Motors, from problem framing to production deployment across the Distributor network.

Core Skills

The toolkit behind the impact.

Product Leadership
Product Strategy & Roadmap95%
KPI Governance & Analytics92%
Cross-Functional Leadership94%
Agile & Scrum Delivery90%
Supply Chain & Commerce
SAP SD (Order-to-Cash)90%
Inventory Optimization93%
Warehouse Digitization88%
Digital Commerce Platforms91%
Data & AI
Demand Intelligence90%
Predictive Analytics87%
LLM & RAG Systems85%
Anomaly Detection86%
Education & Certifications

Always learning.

Post Graduate
Executive MBA (EMBA)
Indian Institute of Management Kozhikode (IIMK)
2025 - 2027 · Strategy & Operations
Graduate
Bachelor of Engineering (B.E.)
Sri Sairam College of Engineering
2012 - 2016 · Electronics & Communication
Certification
Generative AI for Product Managers
LLM workflow integration & AI-assisted decision systems
Applied AI use cases in enterprise product design
Certification
Software Process & Agile Practices
University of Alberta
Agile lifecycle management & scalable sprint planning
Thinking Out Loud

POV on AI & Enterprise Products.

Short, sharp perspectives from 9 years building at the intersection of AI, supply chains, and enterprise platforms.

AI Infrastructure4 min read

Traditional RAG vs Vectorless RAG: Why Retrieval Architecture is the Real Bottleneck

Most teams default to vector RAG for everything. But when you chunk a 200-page document into 300-token pieces, you destroy the document map. Retrieval architecture almost always is the bottleneck.

RAGLLM SystemsEnterprise AIRead →
Supply ChainComing soon

How I Built an AI Replenishment Engine Without Getting Burned by Bad Data

Coming soon: the real story behind deploying predictive replenishment at scale across 90+ distributors.

Supply Chain AI
Resume

The full story.

🚀
9+ Years in Product

From software engineer to senior PM across IoT, supply chain, and digital commerce.

🤖
AI-Driven Transformation

Deployed demand intelligence, LLM copilots, and predictive systems at enterprise scale.

🎓
IIMK Executive MBA

Strategy & Operations focus at one of India's premier management institutes.

📈
₹3,000Cr+ Revenue Impact

Platform influence across nationwide distributor networks.

Download my full resume for a detailed view of my experience, skills, and impact.

Download Resume ↓
Let's Connect

Have something in mind?

Whether it's a senior PM role, advisory engagement, or just a chat about AI and supply chain, I'd love to hear from you.

Emailkiranreddyr1993@gmail.comDirectPhone+91-9036288730CallLinkedInlinkedin.com/in/kiranreddyrProfile