April 4, 2025

Scaling a Tech Startup! Lessons in Product Growth and Innovation | Alex Polyakov

In this episode of An Hour of Innovation, Vit Lyoshin reconnects with Alex Polyakov, founder of Project Simple, to explore how the product has evolved over the past year. The conversation dives into how the startup transitioned from focusing solely on AI forecasting to developing a comprehensive product operating model that supports multi-team environments.

Alex outlines how Project Simple enables teams to decompose milestones into assumptions, track epics and features, and leverage AI to provide daily projections based on real-time development data. Their approach moves beyond traditional cycle time metrics and incorporates factors like discovered work, tech debt, support cases, and the strategic-to-maintenance work ratio. Alex's teams devote only 30% of their capacity to new features, prioritizing quality and stability over rapid delivery.

The discussion also highlights how many organizations prioritize new features (up to 90% of their time) at the cost of accruing unresolved bugs and tech debt, leading to inevitable “stabilization sprints.” Project Simple uses a data-rich framework that flags potential delivery risks early, giving teams months of lead time to adapt plans before milestones are missed.

Alex emphasizes the importance of sustainable development practices, standardizing team metrics, and avoiding the pitfalls of weaponized metrics like DORA or velocity. Instead of chasing vanity numbers, he advocates for creating an environment where teams feel safe surfacing real issues and where data drives meaningful decisions.

The episode provides a deep look into how AI and thoughtful process design can improve product delivery forecasting, team transparency, and overall product quality.

Alex Polyakov is a seasoned entrepreneur and product leader, specializing in AI-driven solutions for product development and team collaboration. As the founder of Project Simple, he focuses on improving predictability, decision-making, and efficiency for engineering teams. With deep expertise in startups and technology, Alex brings valuable insights into scaling products, navigating challenges in entrepreneurship, and the evolving role of AI in software development.

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Takeaways

  • The unpredictable nature of startups requires adaptability.
  • Maintaining product quality is crucial for long-term success.
  • Data analytics can significantly enhance team performance insights.
  • AI forecasting helps in predicting project timelines and risks.
  • Customer feedback is essential for product evolution.
  • Time tracking and invoicing are critical for consulting businesses.
  • Integration with existing tools can be a barrier to adoption.
  • Learning from failures is key to improving product management.
  • Team dynamics and culture impact productivity and success.
  • Discipline in agile practices leads to better outcomes.
  • Project Simple aims to innovate project management by tightening processes.
  • The traditional project management tools often create unnecessary overhead.
  • AI can help identify and solve recurring issues in project management.
  • Organizations often resist change due to fear of the unknown.
  • Effective communication and understanding of user needs are crucial for growth.
  • The importance of learning from past experiences to improve future processes.
  • Simplifying workflows can lead to increased productivity.
  • Avoiding micromanagement is essential for team efficiency.
  • Startups should not give customers reasons to avoid their products.
  • Experience and user satisfaction are key to success in product development.

Timestamps

00:00 Introduction

01:56 AI Forecasting and Product Development Challenges

06:22 Data Analytics and Team Metrics

11:17 Time Tracking and Invoicing Solutions

16:25 Navigating Industry Challenges

19:21 AI Limitations

21:00 Feedback from Users, Integrations, and Customization Issues

24:09 Learning from Failures and Team Dynamics

26:55 The Role of Discipline in Agile Practices

31:23 Innovations in Project Simple

34:43 Examples of Simple Innovations that Bring Value

42:33 Challenges in Growing Project Simple

55:02 Lessons Learned and Future Directions

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Podcast Links

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