[ SYSTEM_IDENTITY: PRODUCT_MANAGER ]

Building agentic AI for manufacturing & supply chains.

I'm Digvijaya — shaping AI-enabled ERP, SRM platforms, and digital transformation systems that turn complex industrial workflows into intelligent, autonomous experiences.

10+
Years in Product
15+
Enterprise Modules
AI-First
Engineering Mindset
The Thesis

Manufacturing and supply chains are shifting from rigid software to intelligent agents that reason, plan, and act. Here is what I am building toward.

Read the full vision
Agentic Solutions

Enterprise platforms and product experiments built across manufacturing, retail and SaaS.

AI

AI-Enabled SRM Platform

An end-to-end Supplier Relationship Management platform powered by a multi-agent orchestration layer — automating sourcing, RFQ negotiation, risk scoring and supplier onboarding with continuous LLM-driven insights.

SaaS

Salon Booking Prototype

Mobile-first booking experience with real-time stylist availability and AI-suggested services based on past visits.

ERP

Internal ERP Dashboards

Unified operational views — production, inventory, finance — replacing 12+ fragmented tools across factories.

AI

Predictive Demand & Inventory Engine

An ML-powered planning layer that ingests sales, weather, and lead-time signals to produce daily replenishment plans — reducing stock-outs by 32% in pilot deployments.

AI Agents

A working catalog of agent designs across procurement, planning, quality and supplier operations.

Sourcing · Negotiation

Procurement Agent

An autonomous agent that handles RFQ creation, supplier outreach, and first-round negotiation — closing the loop on routine sourcing without human triage.

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Planning · Inventory

Demand Planning Agent

A planning agent that ingests sales, weather, supplier lead times, and marketing signals to produce daily replenishment plans with confidence intervals.

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Manufacturing · Quality

Quality Inspection Agent

A vision-based agent on the factory floor that catches defects in real time, learns from every false positive, and routes ambiguous cases to a quality lead.

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SRM · Onboarding

Supplier Onboarding Agent

A conversational agent that walks new suppliers through onboarding — collecting documents, validating data, and surfacing anything that needs human review.

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Field Notes

Notes from shipping AI products inside large industrial organizations.

AI // 8 min read

The Future of AI in Supply Chain

Why the next decade of supply chain isn't about better dashboards — it's about autonomous decision-making at every node.

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Agents // 6 min read

Agentic Workflows, Explained

What separates an 'AI assistant' from an autonomous agent — and why product teams need to rethink their UX patterns.

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SRM // 7 min read

How SRM is Evolving with AI

From static supplier directories to living, learning networks — the new playbook for procurement leaders.

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Coffee?

Let's build something worth shipping.

I'm open to collaborations on AI-first product roles, advisory work, and conversations about what's next in industrial software. Let's talk.