Onkar Madre at the Mercedes AMG F1 exhibit, IWC Schaffhausen
AI Product Manager  ·  Pune, India  ·  2026
ONKAR MADRE

Building AI systems that make industrial operations intelligent — from factory floor to LLM orchestration.

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AI Product ManagerLLM OrchestrationSmart Factory IntelligencePython AutomationREST API ArchitectureMulti-agent SystemsAzure AI ServicesISA-95 / MESPrompt EngineeringOPC-UA · MQTT
6+
Projects Shipped
60%
Processing Time Saved
$590K
System Commissioned
15+
Vendor Integrations
The Story
ENGINEER.
BUILDER.
STRATEGIST.

I started with electrical engineering — control systems, signal processing, the physics underneath the machines. Then 18 months at Dana India Technical Centre commissioning a $590K dynamometer system, building Python pipelines, and creating analytics that global teams actually used.

Then I asked a harder question: what if the system could think? That led to LLMs, multi-agent orchestration, and eventually to Actin Technologies — where I'm now building ACTIN TraceiX, an AI-powered smart factory platform from the ground up.

Outside of work — F1 paddocks, racing go-karts I built myself, and exploring the world with the same precision I bring to engineering.

"It doesn't matter
where you start.
Build from there."
🏆 Special Recognition Award
Dana India Technical Centre · December 2025
Proficiency
LLM Orchestration & AI Systems0%
Python & Backend Automation0%
Product Strategy & Roadmap0%
REST APIs & System Integration0%
SQL & Database Design0%
Azure AI & Cloud Services0%
Industrial Systems (OPC-UA, MQTT)0%
Power BI & Data Analytics0%
Work & Life
ON TRACK
OFF TRACK
01
In Development · 2026 · Actin Technologies
ACTIN TRACEIX
AI-powered Manufacturing Execution System connecting LLM intelligence to real-time factory data. REST API backend, Azure AI integration, OPC-UA/MQTT Sparkplug B — giving plant operators intelligence they've never had.
PythonAzure AIREST APIsOPC-UAMQTTSQLISA-95LLM Orchestration
View on LinkedIn ↗
40%
Reporting overhead target
25%
Faster decision cycles
02
Completed · Jan 2026
PLC ORACLE
Browser-based industrial AI platform. 102+ PLCs, 34 brands. AI recommendation engine, comparison tools, SQL equipment database.
PythonJavaScriptClaude APISQLREST API
102+
PLCs covered
830+
Impressions
View Post ↗
03
Completed · Feb 2026
MULTI-LLM WORKFLOW SUITE
End-to-end AI pipeline: raw requirements → SOW/BRD → blueprints → working prototype. 3 weeks to 48 hours.
Claude APIOpenAI APIPythonn8nEraser.io
48hrs
Requirements → Prototype
View Post ↗
04
Completed · Jan 2026
DECISION COMMAND CENTER
Factory intelligence dashboard. Modular KPIs, real-time alerts, drill-down analytics, Python backend data connectors.
PythonPower BIREST APIsJavaScript
794+
LinkedIn impressions on launch
View Post ↗
The Career
WHERE
I'VE BEEN
March 2026 — Present
Junior Product Manager
Actin Technologies · Pune
  • Architecting ACTIN TraceiX — AI MES with LLM orchestration & Azure AI
  • Leading product roadmap across Agile sprints with engineering & ops teams
  • Designing Python backend + REST API layer between factory edge and cloud AI
Jan 2026 — Feb 2026
AI Systems Builder
Independent Research & Development
  • Built PLC Oracle, Multi-LLM Workflow Suite, Decision Command Center
  • Designed AI Mastery Roadmap — adopted as Actin's AI transition blueprint
July 2024 — Dec 2025
Graduate Engineer Trainee
Dana India Technical Centre · Pune
  • Commissioned $590K e-axle dynamometer — 15+ vendor integrations
  • Python automation cut data processing time by 60%
  • Power BI dashboards reduced system downtime 15% globally
🏆 Special Recognition Award · Dec 2025
Jan 2024 — June 2024
Project Intern
Bajaj Auto Ltd. · Chakan
  • AGV routing via LIDAR + Python PLC programming
  • 99% system uptime · 20% efficiency improvement
2020 — 2024
B.Tech Electrical Engineering
MIT World Peace University · Pune · CGPA 8.64/10
  • All India Rank 21 — National Engineering Olympiad
  • Powertrain Head · Team Pro-Karters · GKDC Season 10
  • Merit-based Scholarship · MHT-CET
By the Numbers
60%
Data processing
time reduction
$590K
System
commissioned
15+
Vendor systems
integrated
102+
PLCs in
PLC Oracle
4+
Teams using
my protocols
AIR 21
National Engineering
Olympiad
The Stack
TOOLS &
WEAPONS
AI & LLM
LLM Orchestration
Claude API · OpenAI API · Multi-agent
AI & LLM
LangChain & RAG
RAG Pipelines · Agentic AI · Vector DBs
AI & LLM
Hugging Face
Transformers · Model Hub · Fine-tuning
AI & LLM
Prompt Engineering
Chain-of-thought · Few-shot · Evals
Backend
Python
Pandas · NumPy · Scikit-learn · Automation
Backend
FastAPI & REST
API Design · Endpoints · Database ORM
Backend
SQL & Databases
PostgreSQL · MySQL · Schema Design
Backend
Docker
Containers · Compose · Deployment
Cloud
Azure AI Services
Azure OpenAI · Cognitive Services · ML
Cloud
AWS
SageMaker · EC2 · S3 · Lambda
Cloud
Oracle Cloud
OCI · Autonomous DB · Cloud Native
Data
Power BI & Tableau
Dashboards · Analytics · KPI Tracking
Industrial
OPC-UA & MQTT
Sparkplug B · IIoT · Edge Computing
Industrial
ISA-95 / MES
Purdue Model · Smart Factory · PLC/SCADA
Product
Agile / Scrum
Jira · Confluence · Sprint Planning · PRDs
Automation
n8n & Workflow AI
Eraser.io · Whimsical · Process Automation
 Let's Build Together
LET'S
TALK.

Open to AI Product Manager, AI Solutions Architect, and AI Workflow Automation roles — remote or hybrid across India.

✉ madreonkar@gmail.com Download Resume