IIT Kharagpur - Executive Post Graduate Certificate in  Building AI Products, Systems & Services

Where India's next AI Product Leaders are built. An AI product-first postgraduate programme designed for professionals preparing for the next era of Product Management.

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IIT Kharagpur: Legacy That Nurtures Excellence

India’s First IIT

Established in 1951, IIT Kharagpur is India’s oldest Indian Institute of Technology. For over seven decades, it has shaped engineers and researchers who lead innovation across industry, academia, and technology worldwide.

National and Global Standing

Ranked 5th in Engineering by NIRF 2025, IIT Kharagpur consistently ranked among Asia’s top universities by QS Asia Rankings.

Research That Drives Real-World Impact

Known for high-impact research and strong global citation performance, IIT Kharagpur plays a defining role in advancing areas such as artificial intelligence, computing, and emerging technologies.

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The Product Role Has Changed Forever: A Programme to Prepare the Next Gen of AI Product Leaders

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100% Live online, weekend classes

Faculty & AI Expert Led Sessions

End-to-End AI Product Curriculum

9 Modules. 1 Capstone. 1 Product Built

IIT Kharagpur Alumni Status

On-Campus Graduation & Networking

Built for the Next Generation of AI Product Leaders

This programme is designed for professionals who want to stay ahead as products become increasingly AI-native.

The AI Product Management Curriculum for the Next Generation of Product Leaders

24

Weeks

9

Modules

1

AI Product

Build One AI Product, End-to-End - From AI opportunity to deployment.

AI-Native Product Management -Product design, LLMs, RAG & Agentic AI.

Evaluate AI Like a Product Leader - Red teaming, AI metrics & model evaluation.

AI Economics & GTM - Pricing, token economics & go-to-market.

India-First AI Product Design - DPDP, India Stack & AI compliance.

Graduate with Proof - Working prototype + 7 portfolio artefacts.

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Certification: IIT Kharagpur

A Credential That Carries Weight

Recognised Academic Credential

Earn an Executive Post Graduate Certificate from IIT Kharagpur.

Certificate with Distinction

The top 10 percentile performers in each cohort receive a Certificate with Distinction, formally recognised on the credential.

Academic Credibility with Industry Relevance

An IIT-issued credential that signals rigorous training and readiness for advanced AI roles.

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The Complete Curriculum

Journey to becoming an AI Product Leader

AI Product Opportunity Discovery

Module 1


Topics covered

AI product landscape - categories, business models, AI-native vs. AI-enhanced

AI Suitability Matrix - probabilistic, learnable, recoverable, data-rich dimensions

TASQ Checklist - Task ambiguity, Scale, Quality tolerance as first-pass filter

AI Opportunity Canvas - data richness, failure recoverability, feedback loop potential

Feasibility assessment - data availability, model capability, cost viability, regulatory risk

Build vs. buy vs. prompt decision framework

AI-Native Product Design

Module 2

Topics covered

Behaviour specifications - constraints, failure modes, fallback paths, confidence thresholds

AI PRD - eval criteria, hallucination risk tiers, data requirements, guardrail specifications

Trust architecture - transparency, confidence calibration, user control

Copilot-Autopilot spectrum as product design decisions

AI UX/UI - chat, inline suggestions, ambient intelligence, co-creation canvas

AI products vs. services vs. platforms - platform readiness decision

AI & GenAI Fluency

Module 3

Topics covered

LLM architecture intuition - transformers, embeddings, tokenisation for product decisions

Foundation model landscape - GPT-4o, Claude, Gemini, Sarvam AI, Llama

Token economics in INR - cost-per-query at 1K, 10K, 100K users

Prompt engineering as product design - system prompts, few-shot, chain-of-thought

Build vs. buy vs. prompt vs. fine-tune decision framework

Multimodal AI - vision, voice, and document models in product context

AI Prototyping & Rapid Validation

Module 4

Topics covered

Prompt-to-app prototyping - Bolt.new, Lovable, v0 with live LLM API integration

Multi-turn conversation design and structured output handling

Structured peer review using the AI product review rubric

Prototype audit - documenting 10+ production gaps

Production handoff specification - architecture, security, engineering effort

Prototype-to-production gap analysis and stakeholder presentation

AI Systems & Agentic Design

Module 5

Topics covered

RAG architecture - chunking strategy, vector databases, retrieval failure modes

Agentic workflows - tool use, planning, multi-agent orchestration

MCP (Model Context Protocol) as an integration standard

HITL / HOTL / HOOTL autonomy taxonomy - designing agent boundaries

India Stack as agent infrastructure - UPI, Aadhaar, Account Aggregator

Data flywheel design and infrastructure literacy for PMs

AI Evaluation & Red Teaming

Module 6

Topics covered

Test dataset construction - Gold, Operational, Adversarial, Safety datasets

RAGAS metrics and LLM-as-judge methodology

Quality gates - launch, target, and aspirational thresholds

Adversarial red teaming - prompt injection, jailbreaks, Hinglish adversarial inputs

Hallucination classification - factual, contextual, logical risk tiers

Ship / No-Ship decision protocol based on evaluation evidence

AI Analytics & Experimentation

Module 7

Topics covered

4-Tier AI Metrics Model - model, system, product, and business metrics

AI-native metrics - acceptance rate, override rate, cost-per-correct-output

A/B testing for non-deterministic outputs - shadow deployment, interleaving

Model drift detection - performance monitoring and retraining triggers

Feedback loop design as product operations

Instrumentation spec and experiment design for AI products

AI Product Economics & Go-to-Market

Module 8

Topics covered

LLM unit economics - token + infrastructure + orchestration costs in INR

The whale user problem and cost governance strategy

AI pricing playbook - consumption-based, outcome-based, seat-based models

GTM for AI trust challenges - trust-first positioning and enterprise AI sales

India market channels - WhatsApp, ONDC, GeM, IndiaAI Mission

Change management and stakeholder alignment for AI products

AI Operations, Safety & Compliance

Module 9

Topics covered

DPDP Act 2023 - consent architecture, data minimisation, purpose limitation

NIST AI RMF - risk tiering, documentation, governance framework

EU AI Act risk tiers and prohibited use cases

RBI FREE-AI framework for financial AI products

Production monitoring, model drift response, go/no-go escalation

AI incident response protocol and regulatory notification

Capstone - IIT Faculty Defence

The Proof

Topics covered

AI Opportunity Brief - problem, suitability, feasibility, competitive landscape

AI Product Specification Pack - behaviour spec, AI PRD, trust architecture

Model Selection Brief - 3+ candidates evaluated with INR cost projections

Working AI Prototype + Production Handoff Specification

AI System Architecture + Evaluation Framework + Red Teaming Evidence

AI Product Business Case + GTM Plan

Live model drift crisis injection - go/no-go decision before faculty panel

Faculty

Experts Shaping the Academic Direction

4

Faculty and Industry Experts

A Portfolio of Real AI Products

Portfolio of real AI systems you can demonstrate, explain, and extend

Capstone: Build, Defend & Launch an AI Product

Your signature AI product portfolio, built and Shipped by You

1

AI Product

7

Portfolio Artefacts

IIT

Faculty Defence

Discover - Validate an AI opportunity and define the product vision.

Design -Create AI PRDs, behaviour specs, and system architecture.

Build - Develop a working AI prototype with LLMs and agentic workflows.

Evaluate - Test quality, safety, performance, and AI metrics.

Launch - Build the business case, GTM strategy, and governance plan.

Defend - Present your AI product before an IIT Kharagpur faculty panel.

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Graduation Ceremony: Culmination at the IIT Kharagpur Campus

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Award Ceremony

Certificate conferred by IIT Kharagpur leadership

Interact with the professors who taught you

On-campus academic recognition with your cohort

Experience the legacy of India’s first IIT

Disclaimer: Images are indicative and for illustrative purposes only

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IIT Kharagpur marks 75 years of shaping India’s engineering and technology leadership

As India’s first IIT, the institute’s Platinum Jubilee celebrates seven and a half decades of academic rigour, research excellence, and nation-building impact. This milestone reflects IIT Kharagpur’s enduring legacy of producing world-class engineers, researchers, and innovators who continue to influence industry, academia, and society globally.

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How will upGrad support you?

Hands-on Learning

    100% Live Sessions by IIT Kharagpur faculty & Industry Experts

    Live Session Schedule: Weekend classes

    Built-in practice and coding console

    Industry oriented projects for real world exposure

    Doubt-resolution sessions through discussion forum

EPGC in Building AI Products, Systems & Services

How To Apply

Complete your application and enrol in the program with three easy steps!

Eligibility

Graduation with a minimum of 50% marks. 

EPGC in AI Products & Services Course Fee

6 Months
Starting at
INR 6,825/month
Totally INR 1,99,000*

Reserve your seat

Pay INR 10,000/- to block your seat
View Plans
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IIT Kharagpur - Executive Post Graduate Certificate in Building AI Products, Systems & Services

IIT Kharagpur - Executive Post Graduate Certificate in Building AI Products, Systems & Services is a 24-week, live online program for product managers, founders, and operators who need to own AI products end to end, not just manage them.

95% of AI projects fail due to product gaps, not technology. This Executive Post Graduate Certificate in Building AI Products, Systems & Services from IIT Kharagpur is built to close that specific gap, no coding required.

It includes:

  • 9 capability modules plus 1 capstone, delivered across 24 weeks
  • 72+ hours of live, faculty and industry-expert led sessions
  • 7 portfolio artefacts, including a working AI prototype
  • A live capstone defence before an IIT Kharagpur faculty panel
  • IIT Kharagpur Executive Post Graduate Certificate, with distinction for top 10% performers

About IIT Kharagpur

Here's the institute behind this IIT Kharagpur Executive AI Course.

  • Established in 1951, India's first IIT and an Institute of National Importance
  • Ranked 5th in Engineering by NIRF 2025, consistently among Asia's top universities per QS Asia Rankings
  • A 2,100-acre campus in West Bengal, marking its 75th year (Platinum Jubilee) in 2025-26
  • Strong research output in AI, computing, and emerging technologies with global citation performance
  • This IIT Kharagpur Executive Courses is delivered by the Rajendra Mishra School of Engineering Entrepreneurship

Why Choose this IIT Kharagpur Executive AI Course?

The product management job description hasn't caught up with what the role now demands. This IIT Kharagpur Executive Post Graduate Certificate is built for the gap between traditional PM training and deep ML engineering courses.

  • One product, built end to end: All 9 modules build a single AI product, from opportunity discovery through capstone defence, not isolated exercises.
  • No coding required: Pure business and product focus, taught by IIT Kharagpur faculty alongside industry AI practitioners.
  • India-first design: INR unit economics, DPDP Act 2023, India Stack, and Sarvam AI are built into the curriculum, not adapted from a US template.
  • Real case studies, not success stories: Learn from Amazon Alexa, Google Bard, Meta Galactica, Air Canada, and Krutrim India, examining what actually went wrong.
  • Proof, not just a certificate: Graduate with a working AI prototype, an evaluation framework, a cost model, and a business case.

Who Should Enroll in this Executive Post Graduate Certificate Program?

This IIT Kharagpur Executive Courses is built for operators who shape products and technology, not a first job into tech.

  • Product Managers transitioning to AI PM roles: You've shipped features and managed backlogs, but can't evaluate LLM output quality, estimate inference cost, or write an AI PRD an ML engineer would respect.
  • Aspiring PMs from consulting, analytics, or operations: Professionals aiming to break into high-growth AI Product roles.
  • Founders & Builders: You can articulate a problem worth solving but can't assess whether AI is the right solution or estimate unit economics for LLM-powered features.
  • Tech Professionals expanding into product leadership: Engineers and tech leads who need the product layer to go with their technical depth.
  • Tech-adjacent operators: BizOps, growth, and analytics professionals who work with engineering but lack AI-specific vocabulary and system-level thinking.

Curriculum of IIT Kharagpur - Executive Post Graduate Certificate in Building AI Products, Systems & Services

The Curriculum of IIT Kharagpur - Executive Post Graduate Certificate in Building AI Products, Systems & Services runs across four stages over 24 weeks, ending with a live faculty capstone defence.

Stage

Weeks

Modules

What Gets Built

Strategy

1-4

M1-M2

AI Opportunity Brief, AI PRD & Behaviour Spec

Build

5-13

M3-M5

Model Selection Brief, Working AI Prototype, System Architecture Document

Evaluate

14-17

M6-M7

Evaluation & Red Team Report, AI Metrics & Analytics Plan

Operationalize

18-21

M8-M9

Business Case & GTM Plan, Compliance & Ops Brief

Capstone

22-24

The Proof

Full Portfolio Defence before an IIT Faculty Panel

Every module produces a deliverable that carries forward into the next, so by the capstone you've lived the full product lifecycle rather than learned it in isolation.

Executive Post Graduate Certificate in Building AI Products, Systems & Services from IIT Kharagpur Syllabus

The Executive Post Graduate Certificate in Building AI Products, Systems & Services from IIT KGPR features a hands-on curriculum that equips professionals to design, build, evaluate, and launch AI-powered products while developing practical skills in AI product management, systems design, and enterprise deployment.

Module 1: AI Product Opportunity Discovery & Feasibility

  • AI Suitability Matrix, TASQ Checklist, AI Opportunity Canvas, feasibility assessment
  • Build vs. buy vs. prompt decision framework
  • Capstone artefact: AI Opportunity Brief

Module 2: AI-Native Product Design

  • Behaviour specifications, hallucination risk tiers, AI trust architecture
  • Copilot-Autopilot spectrum, AI UX for chat and ambient intelligence
  • Capstone artefact: AI Product Specification Pack

Module 3: AI & GenAI Fluency for Product Decisions

  • LLM architecture intuition, foundation model landscape (GPT-4o, Claude, Gemini, Sarvam AI)
  • Token economics in INR, prompt engineering as product design
  • Capstone artefact: Model Selection Brief

Module 4: AI Prototyping & Rapid Validation

  • Prompt-to-app prototyping with Bolt.new, Lovable, and v0
  • Structured peer review, production handoff specification
  • Capstone artefact: Working AI Prototype + Handoff Spec

Module 5: AI Systems & Agentic Design

  • RAG architecture, agentic workflows, MCP as an integration standard
  • HITL/HOTL/HOOTL autonomy taxonomy, India Stack as agent infrastructure
  • Capstone artefact: AI System Architecture Document

Module 6: AI Evaluation & Red Teaming

  • Test dataset construction, RAGAS metrics, LLM-as-judge methodology
  • Adversarial red teaming with Hinglish prompts, hallucination classification
  • Capstone artefact: AI Evaluation & Red Team Report

Module 7: AI Analytics & Experimentation

  • 4-Tier AI Metrics Model, acceptance rate, override rate, cost-per-correct-output
  • A/B testing for non-deterministic outputs, model drift detection
  • Capstone artefact: AI Metrics & Analytics Plan

Module 8: AI Product Economics & Go-to-Market

  • LLM unit economics in INR, AI pricing playbook, the whale user problem
  • GTM channels: WhatsApp, ONDC, GeM, IndiaAI Mission
  • Capstone artefact: AI Product Business Case & GTM Plan

Module 9: AI Operations, Safety & Compliance

  • DPDP Act 2023, NIST AI RMF, EU AI Act risk tiers, RBI FREE-AI framework
  • Production monitoring and AI incident response protocol
  • Capstone artefact: Compliance & Ops Brief

Capstone: The Proof

  • Integrate all 9 modules into one complete AI product
  • Defend the product live, via video, before an IIT Kharagpur faculty panel
  • Outcome: 7-artefact portfolio defence, IIT Kharagpur Executive Post Graduate Certificate

Fees for IIT Kharagpur - Executive Post Graduate Certificate in Building AI Products, Systems & Services

The Executive Post Graduate Certificate in Building AI Products, Systems & Services from IIT KGPR offers a transparent fee structure with flexible payment options, including EMI facilities, making it easier for working professionals to invest in industry-focused AI education.

Particulars

Details

Executive Post Graduate Certificate in Building AI Products, Systems & Services from IIT Kharagpur Program Cost

INR 1,99,000 (total)

Seat Reservation

INR 10,000 block amount

Program Duration

24 weeks (approximately 6 months)

This Executive Post Graduate Certificate in Building AI Products, Systems & Services from IIT Kharagpur Fee Structure is a single all-inclusive program cost. If you're comparing IIT Kharagpur Fees across its executive program, this one sits on the more accessible end, with EMI options that spread IIT Kharagpur Fees Per Year style costs across manageable monthly instalments rather than one lump sum.

Eligibility of IIT Kharagpur - Executive Post Graduate Certificate in Building AI Products, Systems & Services

The Executive Post Graduate Certificate in Building AI Products, Systems & Services from IIT KGPR is designed for working professionals with a technical background who want to build AI-powered products and services. To be eligible, applicants should meet the following criteria:

  • Educational Qualification: Graduation in any discipline with a minimum of 50% marks.
  • No coding prerequisite: The program is business and product-focused, so a technical background helps but isn't required.
  • Certificate criteria: Complete all 9 modules, build the required artefacts, and successfully defend your capstone before the IIT faculty panel.

This Eligibility of IIT Kharagpur - Executive Post Graduate Certificate in Building AI Products, Systems & Services is intentionally broad, since the program is designed for a mix of PMs, founders, and technical professionals rather than one narrow background.

How to Apply for IIT Kharagpur - Executive Post Graduate Certificate in Building AI Products, Systems & Services

Applying for the Executive Post Graduate Certificate in Building AI Products, Systems & Services from IIT Kharagpur is a simple three-step process:

  • Complete your application: Fill in your details and submit your application online.
  • Get shortlisted and receive your offer letter: Once reviewed, shortlisted candidates receive an offer letter from IIT Kharagpur.
  • Reserve your seat: Pay INR 10,000 to block your seat and confirm enrolment.

Frequently Asked Questions

1What is IIT Kharagpur – Executive Post Graduate Certificate in Building AI Products, Systems & Services?

The Executive Post Graduate Certificate in Building AI Products, Systems & Services from IIT Kharagpur is a 24-week executive program designed for professionals who want to build AI-powered products. Participants create a complete AI product across nine modules and a capstone evaluated by IIT Kharagpur faculty.

2Who should enroll in this IIT Kharagpur Executive Post Graduate Certificate?

The IIT Kharagpur Executive Post Graduate Certificate is ideal for current and aspiring product managers, founders, technology professionals, and business leaders. It also suits professionals in growth, analytics, and business operations looking to transition into AI product leadership. 

3What is the Eligibility of IIT Kharagpur – Executive Post Graduate Certificate in Building AI Products, Systems & Services?

The Eligibility of IIT Kharagpur – Executive Post Graduate Certificate in Building AI Products, Systems & Services requires applicants to hold a bachelor's degree in any discipline with at least 50% marks. No coding background is required to apply for the program. 

4What are the IIT Kharagpur – Executive Post Graduate Certificate in Building AI Products, Systems & Services Fees?

The IIT Kharagpur – Executive Post Graduate Certificate in Building AI Products, Systems & Services Fees are INR 1,99,000. Learners can also choose EMI options starting from INR 6,825 per month after paying a seat-blocking amount of INR 10,000. 

5How long does this IIT Kharagpur Executive AI Course take?

The IIT Kharagpur Executive AI Course spans 24 weeks, or approximately six months. The program includes more than 72 hours of live instruction across nine modules, along with a hands-on capstone project focused on AI product development. 

6What is the learning format for this IIT Kharagpur Executive Post Graduate Certificate Program?

The program is delivered entirely through live online weekend classes taught by IIT Kharagpur faculty and industry AI experts. It is designed for working professionals and does not require prior coding experience to participate effectively. 

7What will I build during the capstone?

During the capstone, participants build a complete AI product covering opportunity discovery, product design, working prototypes, evaluation frameworks, and business case development. The final project is presented and defended before an IIT Kharagpur faculty evaluation panel. 

8Does this program cover India-specific AI product challenges?

Yes. The curriculum includes India-specific AI product use cases such as INR unit economics, DPDP Act 2023 compliance, India Stack technologies including UPI, Aadhaar, and Account Aggregator, along with go-to-market channels like WhatsApp and ONDC. 

9What certificate do I receive after completing this Executive Post Graduate Certificate Program?

Upon successful completion, learners receive an Executive Post Graduate Certificate from IIT Kharagpur. The top 10% of participants earn a Certificate with Distinction, and all graduates become part of the IIT Kharagpur Executive Education alumni network. 

10Does this course require a technical or engineering background?

No. The program is designed primarily for business and product professionals, so a technical or engineering background is not mandatory. However, familiarity with technology concepts can be beneficial for understanding AI systems and agentic product design. 

11How to Apply for IIT Kharagpur – Executive Post Graduate Certificate in Building AI Products, Systems & Services?

To Apply for IIT Kharagpur – Executive Post Graduate Certificate in Building AI Products, Systems & Services, complete the online application, receive your offer after shortlisting, and confirm your admission by paying the INR 10,000 seat-blocking amount and completing the required formalities. 

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