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Leadership July 22, 2025 • 4 min read

From Technical Lead to Product Manager: Lessons from the Transition

Key insights from transitioning from engineering leadership to product management in the AI/ML space—what worked, what didn't, and what I wish I'd known.

Career Leadership Product Management

The Decision Point

In 2022, after 4 years as a Technical Lead at Cyient's GIS Division, I faced a choice: continue deepening my technical expertise or pivot to product management. The transition wasn't easy, but it led me to building AI products used by 20M+ users at Jio Platforms.

Here's what I learned about making this career transition successfully.

Why I Made the Switch

The Technical Lead Plateau

As a Technical Lead, I had achieved significant success:

But I noticed a growing disconnect between what I was building and what users actually needed. Technical solutions were perfect, but adoption was lackluster. User feedback often came as surprises. I realized I wanted more influence over the "what" and "why," not just the "how."

The Product Management Appeal

Several factors drew me to product management:

⚠️ The Transition Challenges

Moving from Technical Lead to Product Manager isn't just a lateral move—it's a fundamental mindset shift:

  • From certainty to ambiguity: Code works or doesn't; product decisions are probabilistic
  • From execution to strategy: Less hands-on building, more planning and prioritization
  • From technical metrics to business metrics: Success measured differently
  • From clear feedback to subjective opinions: Stakeholder management becomes crucial

The Learning Curve: What I Had to Master

1. Business Acumen

Technical leads often operate in technical bubbles. As a PM, I needed to understand:

What helped: I pursued an MBA at ISB, focusing on Strategy & Leadership and Marketing. The business context was invaluable for making better product decisions.

2. User Research and Validation

Engineers often assume they understand user needs. Product managers must validate everything:

Biggest surprise: Users often want simple solutions to complex problems, not complex solutions to simple problems.

3. Stakeholder Management

Technical leads manage teams; product managers manage ecosystems:

4. Strategic Thinking

Moving from quarterly sprints to multi-year product vision:

🛠️ Technical Skills That Transferred Well

Direct Transfers:

  • System thinking and architecture
  • Data analysis and interpretation
  • Problem decomposition
  • Quality and testing mindset
  • Technical feasibility assessment

Needed Adaptation:

  • Focus on user value, not technical elegance
  • Comfort with incomplete information
  • Business case development
  • Cross-functional communication
  • Market and competitive awareness

My Transition Strategy

Phase 1: Internal PM Role (6 months)

I started by taking on PM responsibilities within my existing team:

Key benefit: Low-risk environment to develop PM skills while maintaining technical credibility.

Phase 2: Formal Education (2 years)

The ISB MBA provided crucial business context:

Unexpected value: The network and diverse perspectives from classmates across industries.

Phase 3: AI/ML Specialization

During my MBA, I focused on emerging technologies:

Strategic timing: This specialization positioned me perfectly for the AI boom of 2023.

Phase 4: Landing the PM Role

My technical background became a significant advantage at Jio Platforms:

Challenges I Underestimated

1. The Ambiguity Tax

Engineering has clear success criteria—code works or doesn't. Product management operates in constant ambiguity:

Learning: Embrace uncertainty and develop comfort with making decisions with incomplete information.

2. The Politics of Priorities

Technical decisions are often objective; product decisions are inherently political:

Learning: Develop strong communication and negotiation skills. Data helps, but storytelling wins.

3. The Constant Context Switching

Engineers can have deep focus periods; PMs are constantly switching contexts:

Learning: Develop systems for information management and decision tracking.

✅ Advantages of the Technical Background

My engineering background provided significant advantages as a PM:

  • Credibility with engineering teams: "One of us" vs. "business person"
  • Realistic technical estimates: Can spot overly optimistic or pessimistic estimates
  • Architecture and scalability thinking: Understanding technical debt and platform decisions
  • Data literacy: Comfortable with analytics, A/B tests, and technical metrics
  • Quality mindset: Focus on testing, monitoring, and performance

Results and Impact

From GIS to AI: The Product Evolution

At Jio Platforms, my technical background enabled rapid impact in AI products:

JIA Assistant Success

  • 20M+ device deployment
  • 58K+ weekly active users
  • 50% support deflection rate
  • 22-point NPS improvement
  • 35% accuracy improvement via RAG

Technical PM Advantages

  • Faster technical feasibility assessment
  • Better engineering team collaboration
  • More accurate timeline estimation
  • Effective technical risk mitigation
  • Data-driven product decisions

Career Growth Trajectory

The transition accelerated my career growth:

Advice for Technical Leads Considering the Switch

Before You Make the Jump

During the Transition

Long-term Success Strategies

🚀 Key Success Factors

  • Embrace the ambiguity: Product management is about making good decisions with incomplete information
  • Stay customer-focused: Let user needs drive technical decisions, not the other way around
  • Build cross-functional relationships: Success depends on influencing without authority
  • Never stop learning: Technology, markets, and user expectations evolve rapidly
  • Leverage your technical background: It's a competitive advantage in technical product categories

The Future: Technical PMs in AI Era

Growing Demand

Technical product managers are increasingly valuable as products become more sophisticated:

Career Paths

Technical PMs can pursue various specializations:

Conclusion

Transitioning from Technical Lead to Product Manager was one of the best career decisions I've made. It combined my technical expertise with broader business impact, leading to more engaging work and accelerated career growth.

The transition isn't easy—it requires developing new skills, changing mindsets, and stepping outside your comfort zone. But for technical leaders who want greater influence over product direction and user impact, it's an incredibly rewarding path.

My technical background continues to be my competitive advantage, especially in the AI space where understanding both technical capabilities and user needs is crucial for product success.

Are you considering a similar transition? I'd love to hear about your journey and challenges. Feel free to reach out—happy to share more specific insights about making this career change successfully.

Srija Harshika

Srija Harshika

Senior Product Manager at Jio Platforms (AI Division). Successfully transitioned from Technical Lead to PM, now building AI products for 20M+ users. ISB MBA with expertise in AI/ML product strategy.

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