✓ LinkedIn Top AI Expert

AI Training for
Non-Technical Professionals

A 2-day intensive workshop on how AI actually works

Move beyond using AI tools to understanding how these systems think, what they can and cannot do, and how to navigate the AI transition in your organization with strategic clarity.

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2
Intensive Days
11
Practical Sessions
0
Technical Prerequisites
25K+
LinkedIn Community

Why This Training?

Most AI training teaches you how to use tools. We teach you how to think about AI systems from the ground up.

Build Mental Models, Not Just Skills

Understand how AI systems actually work: from pattern completion to hallucinations to confidence mismatches. When you grasp the fundamentals, everything makes sense.

Navigate with Healthy Skepticism

Learn what AI can and cannot do, grounded in how these systems function. Develop the critical thinking needed to verify outputs and manage expectations.

Strategic, Not Just Tactical

See the economic forces shaping AI behavior, power dynamics in the industry, and how AI is transforming knowledge work and distribution.

Business Impact & ROI

Training your team isn't a cost. It's protection against expensive mistakes and a catalyst for productivity gains.

💰

Avoid Costly AI Tool Mistakes

Teams buy AI tools on FOMO, then abandon them 3 months later. Average wasted spend per tool: ₹50,000-2,00,000 annually. With proper evaluation frameworks, your team makes informed decisions the first time.

Accelerate AI Adoption by 3-6 Months

Without training, teams experiment randomly for months. With structured understanding, they identify high-impact use cases immediately and implement systematically across departments.

🎯

Build Internal AI Evaluation Capability

Stop depending on external consultants for every AI decision. Your team learns to evaluate tools, assess vendors, and make strategic choices independently. Consultant savings: ₹5-10 lakhs annually.

📈

Measurable Productivity Gains

Marketing, product, and content teams report 30-40% efficiency improvements when using AI strategically. This translates to headcount optimization, reduced agency costs, and faster time-to-market.

Highest ROI Departments

Marketing: Content creation at scale, campaign optimization, audience research automation
Product: User research synthesis, feature prioritization, competitive intelligence
Content: SEO/GEO optimization, content gap analysis, distribution strategy

What You'll Learn

Two days designed around how adults actually learn complex topics

Day One: Understanding the Machine

Session 1
9:00-11:00 AM
120 min

The Opening Reframe

What AI really is: pattern completion systems, not intelligence. Live demonstrations of how LLMs predict and complete patterns. Understanding tokens, training data, and the prediction mechanism through hands-on exercises.

11:00-11:20 AM

☕ Coffee Break

Session 2
11:20 AM-12:30 PM
70 min

What Pattern Completion Cannot Do

Live demonstrations of hallucinations, optimization mismatches, and reasoning limits. Understanding fundamental constraints through real examples. Group exercise: identifying risky vs. safe AI use cases in your workplace.

12:30-1:30 PM

🍽️ Lunch Break

Session 3
1:30-3:00 PM
90 min

The Confidence Trap

Why AI sounds confident even when wrong. How fluency creates the illusion of accuracy. Developing verification practices and building critical evaluation skills through hands-on exercises with real AI outputs.

3:00-3:20 PM

☕ Coffee Break

Session 4
3:20-4:30 PM
70 min

Interpretability Gap & Semantic Monopolies

Hidden dynamics that shape AI behavior. Why frequently-mentioned brands dominate recommendations. The massive pattern space and why identical prompts can produce different outputs. Research exercise: analyzing your brand's AI visibility.

Session 5
4:30-5:00 PM
30 min

Day One Synthesis

Connecting insights to your work through structured reflection. What surprised you? What does this mean for how you'll use AI? Group discussion and preview of Day Two.

Day Two: Navigating the Transition

Session 6
9:00-10:00 AM
60 min

Economic Forces Behind AI

Why systems behave the way they do: market incentives vs. technical possibilities. Understanding business trade-offs that shape AI capabilities. Why hallucinations persist and confidence is amplified.

Session 7
10:00-11:00 AM
60 min

Advanced Prompting Workshop (Part 1)

Hands-on practice with prompt engineering techniques. Chain-of-thought reasoning, context management, and effective instruction design. Testing different approaches with real work scenarios.

11:00-11:20 AM

☕ Coffee Break

Session 7
11:20 AM-12:00 PM
40 min

Advanced Prompting Workshop (Part 2)

Continued hands-on practice. Understanding context windows in practice. Iterative prompt refinement. Participants work on their own use cases with guidance.

Session 8
12:00-12:45 PM
45 min

What Knowledge Means Now

New epistemological challenges in the AI age. How do you know something is true when AI generates authoritative-looking content? Developing verification practices and intellectual humility.

12:45-1:45 PM

🍽️ Lunch Break

Session 9
1:45-3:00 PM
75 min

The Distribution Revolution

How AI is changing information flow in your industry. From clicks to citations, from rankings to presence in synthesized answers. Developing transition plans for visibility and discovery in the AI era.

3:00-3:20 PM

☕ Coffee Break

Session 10
3:20-4:20 PM
60 min

Building Your AI Toolkit

Which tools for which tasks. How to evaluate AI systems. Understanding context windows and model limitations in practice. Developing your personal AI workflow for maximum effectiveness.

Session 11
4:20-5:00 PM
40 min

Personal Learning Roadmap

Recommended courses, books, newsletters for continued learning. Practice exercises to strengthen skills. Creating your action plan: how you'll use AI differently, what capabilities you'll develop, what you'll advocate for in your organization.

Why Now?

The window to build competitive advantage is closing fast

Teams Are Making Expensive Mistakes

Without proper understanding, companies buy redundant tools, trust hallucinated outputs, and waste months on wrong use cases. Early AI literacy prevents costly errors.

AI Is Moving Faster Than Training

New models release monthly. Distribution is shifting from search to AI answers. Companies without AI-literate teams will fall behind competitors who move decisively.

Strategic Window Is Now

The companies building AI evaluation capability today will lead their industries tomorrow. Waiting means playing catch-up with competitors who started earlier.

What Makes This Different

Not another generic AI course

Research-Backed

Built on published research analyzing how Indians actually use ChatGPT. Every insight grounded in systematic testing, not marketing hype or trend-chasing.

Hands-On Workshop

Live demonstrations, group exercises, and individual practice with real work scenarios. You leave ready to apply everything Monday morning.

Led by Published Researcher

Not a consultant reading from slides. Led by Kalyani Khona, LinkedIn Top AI Expert with arXiv-published work and daily LLM experimentation.

Accountability & Community

Unlike lonely online courses, this is intensive group learning. Ask questions, discuss with peers, get real-time feedback. Plus 30-day post-training support.

Practical, Not Theoretical

Focus on what you can use immediately: evaluation frameworks, prompting techniques, verification practices. No computer science degrees required.

Fast-Track Onboarding

Busy professionals don't have time for 8-week courses. This is concentrated, high-impact learning designed for teams stretched on time.

Built for Indian Teams

India's first published AI behavior researcher brings unique context

India-Specific Research

First comprehensive study of ChatGPT usage patterns in India. Understanding how Indian professionals actually use AI, not just Western use cases translated.

Local Company Examples

Case studies from Jupiter Money, Myntra, Indian startups, and companies you recognize. Not just Silicon Valley examples that don't translate to Indian business context.

Cultural Context in AI

How to incorporate Indian cultural context in prompts, navigate AI's Western training bias, and make AI work for Indian business scenarios.

Practical for Indian Budgets

World-class AI training designed for Indian market realities. Same rigor as international programs, pricing that makes sense for Indian companies.

Sample Topics We Cover

Real examples from the workshop

Live Hallucination Demo

Watch AI confidently invent citations for fake topics. Understand why this happens and how to catch it.

Semantic Monopoly Analysis

See real data on how HubSpot dominates AI recommendations. Research your own brand's visibility.

Prompt Engineering Workshop

Hands-on practice: transform vague prompts into precise instructions. Test chain-of-thought reasoning.

Context Window Management

Understand token limits in practice. Learn when to split conversations and how to maintain context.

AI Tool Evaluation Exercise

Apply the 5-point framework to real tools your team is considering. Make informed buy/build/wait decisions.

Distribution Strategy Workshop

Build your transition plan: from SEO to GEO, from clicks to citations, from rankings to AI discovery.

You'll Leave With

AI Evaluation Framework

Evaluate any AI tool in 15 minutes using a 5-point framework. Stop wasting budget on tools that don't fit your needs.

Verification Toolkit

Practical checklist for verifying AI outputs, identifying hallucinations, and building quality control processes for your team.

90-Day AI Adoption Roadmap

Build a strategic roadmap for your department: which use cases to start with, how to measure success, and how to scale adoption.

Tools & Templates Package

AI evaluation checklist, prompt library for common tasks, vendor assessment framework, and comprehensive digital guide on AI tools and concepts.

Who Should Attend

This training is designed for professionals who need to understand AI to make strategic decisions, not write code.

Marketing Leaders • Content creation at scale and brand voice consistency
• Campaign performance analysis and audience insights
Product Managers • User research synthesis and pattern identification
• Feature prioritization and roadmap planning
Content Strategists • SEO/GEO optimization for AI discovery
• Content gap analysis and ideation
Business Executives • Market intelligence and competitive analysis
• Strategic decision support and scenario planning
Consultants • Research acceleration and data synthesis
• Client deliverable creation and presentation prep
Sales Teams • Personalized outreach and proposal writing
• Account research and competitive intelligence
HR Professionals • Job description optimization and candidate screening
• Employee engagement analysis and policy drafting
Operations Managers • Process documentation and workflow optimization
• Data analysis and reporting automation
Legal & Compliance • Contract review and policy documentation
• Regulatory research and risk assessment
Technology Leaders • Vendor evaluation and tech stack decisions
• Team capability assessment and training planning
Journalists & Writers • Research acceleration and fact-checking support
• Story ideation and interview preparation
Anyone navigating AI at work • Understanding what AI can and cannot do reliably
• Developing strategic clarity for your role's evolution

Your Facilitator

Kalyani Khona

Independent AI Researcher & Founder, Third Frontier Lab

Credential Details
🏆 LinkedIn Top AI Expert Recognized as a top AI expert to follow on LinkedIn
📚 Published AI Researcher arXiv paper analyzing ChatGPT usage patterns in India
🎤 TEDx & TED.com Speaker Featured on BBC, Forbes, The Guardian
🚀 Co-founded Inclov UN Top 50 Global Innovation, scaled to 100K+ users
💼 Founding Member, Jupiter Money 1M+ users, ~$150M raised
💡 11+ Years Experience Product strategy & behavioral economics
📈 Active Angel Investor 8+ AI/tech startups with 4-8x returns
🌟 35 Under 35 Recognized by Entrepreneur Magazine

Kalyani is an independent AI researcher focusing on AI-human interaction with published work analyzing how Indians use ChatGPT. Her approach combines technical understanding with philosophical depth, exploring AI from both implementation and human impact angles.

She conducts daily LLM behavioral experiments and systematic research on prompt patterns, model responses, and AI-human interaction dynamics. Every piece of content and training is grounded in actual research, not trend-chasing or surface-level commentary.

Her work has been featured by Accel (Seed to Scale), Antler, and LinkedIn News India. She brings rigorous research methodology combined with 11+ years of product building experience to make complex AI concepts accessible to non-technical audiences.

How It Works

Simple, transparent process from inquiry to implementation

1

Discovery Call

30-minute conversation to understand your team's needs, current AI usage, and specific challenges you want to address.

2

Customized Proposal

For teams over 20 people, we create a tailored proposal with industry-specific examples and use cases relevant to your business.

3

Logistics Planning

Lock in dates, confirm location (your office, hotel, or online vs offsite), finalize participant list, and coordinate pre-training materials.

4

2-Day Intensive Workshop

Interactive training with live demonstrations, hands-on exercises, group discussions, and continuous Q&A throughout both days.

5

Post-Training Support

30 days of continued support via Slack or email channels. All participants receive a comprehensive digital guide with AI tools, frameworks, and concepts.

Investment

Transparent pricing designed for Indian companies

Starting from ₹1,50,000

For teams of 5-25 people

Each organization has unique needs. Final pricing depends on several factors to ensure maximum value:

Factor Details
📊 Team Size 5-25 people per cohort for optimal engagement and personalized attention
👥 Number of Cohorts Single session or multiple department rollouts across your organization
🌐 Delivery Format Online virtual training or in-person offsite (travel costs additional for in-person)
🎯 Customization For teams over 20 people, we customize with industry-specific examples and use cases

Highest ROI Departments

Marketing, Product, and Content teams see immediate productivity gains and cost savings through reduced agency spend, tool optimization, and faster decision-making.

Connect via email or LinkedIn to discuss your specific requirements and receive a detailed proposal.

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Frequently Asked Questions

How is this different from online courses like Coursera?
Online courses are lonely, overwhelming, and easy to abandon. This is intensive group learning with a published AI researcher leading live sessions. You get accountability, community, real-time Q&A, and hands-on practice with your actual use cases. Plus, busy professionals don't have months to complete 8-week courses. This is concentrated, fast-track onboarding designed for teams stretched on time.
What makes Kalyani qualified to teach this?
Kalyani is LinkedIn's Top AI Expert with published research on arXiv analyzing how Indians use ChatGPT. She conducts daily LLM behavioral experiments and systematic testing. This isn't consulting based on generic frameworks. It's research-driven training built on actual AI behavior analysis, combined with 11+ years of product strategy experience at scale (Jupiter Money, Inclov).
Can this be delivered online or does it have to be in-person?
Both options work. Online sessions are highly interactive with breakout rooms, live demonstrations, and real-time exercises. Offsite sessions offer deeper immersion and team bonding. We'll help you decide based on your team's needs and budget.
What if we have people across different teams or departments?
Perfect. Cross-functional learning often produces the best insights. Marketing, product, content, and operations teams learn from each other's use cases. For teams over 20 people, we customize examples relevant to all departments represented.
Do you customize content for our specific industry?
For teams over 20 people, yes. We research your industry, incorporate relevant examples, and address sector-specific challenges. The core frameworks remain universal (how AI works doesn't change by industry), but applications and case studies are tailored.
What materials do participants receive?
All participants receive a comprehensive digital guide covering AI tools, evaluation frameworks, prompt libraries, and key concepts. No physical workbooks or certificates, just practical resources you'll actually use.
Is there post-training support?
Yes. 30 days of support via Slack or email channels where participants can ask questions as they apply what they learned. This helps bridge the gap from workshop to real-world implementation.
Why should we invest in this now?
Teams without AI literacy are making expensive mistakes: buying redundant tools, trusting hallucinated outputs, wasting months on wrong use cases. Early adopters build competitive advantage while others are still experimenting. The strategic window is closing as AI becomes table stakes rather than differentiator.

Ready to Navigate AI with Confidence?

Bring this training to your organization. Get in touch to start the conversation.

Request Corporate Training Connect on LinkedIn