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AI tools are overdelivering: results from our large-scale AI productivity survey

12/23/25
Source: Lenny’s Newsletter by Noam Segal. Read the original article

TL;DR Summary of How AI is Revolutionizing Productivity Across Tech Roles in 2025

AI tools are significantly boosting productivity for tech professionals, with 55% exceeding expectations and nearly 70% improving work quality. Founders benefit the most, saving over 6 hours weekly and using AI as a strategic partner, while designers see fewer gains. Engineers embrace AI primarily for coding and want it to tackle more tedious tasks, highlighting a shift toward specialized AI workflows.

Optimixed’s Overview: Deep Dive into AI’s Transformative Impact on Tech Workers’ Productivity and Workflow

Comprehensive Survey Insights on AI Adoption in Product Management, Engineering, Design, and Founding Roles

In 2025, AI has evolved from a novelty to a core component of workplace productivity, as revealed by a large independent survey involving 1,750 tech professionals. The data demonstrates remarkable gains in efficiency and quality, but also underscores diverse experiences and opportunities across roles.

Role-Specific AI Benefits and Usage Patterns

  • Founders: The top beneficiaries, reporting up to 6+ hours saved per week and using AI extensively for strategic tasks like decision support (32.9%), product ideation, and vision setting. They view AI as a thought partner, not merely a tool for outputs.
  • Product Managers (PMs): Leveraging AI mainly for production tasks such as writing PRDs (21.5%), prototyping (19.8%), and communications (18.5%). They show strong interest in expanding AI use upstream into user research and strategic discovery.
  • Designers: Benefiting mostly from AI in user research synthesis (22.3%), content creation, and ideation, but experiencing limited impact on core visual design work, which remains human-driven. They report the lowest satisfaction and ROI among roles.
  • Engineers: Primarily using AI for coding (51%) and increasingly seeking support for documentation, code review, and testing. Their quality feedback is mixed, reflecting the high standards required for code accuracy.

AI Tools and Market Dynamics

  • ChatGPT is the dominant AI tool across most roles, especially among founders (72.1%), PMs, and designers. However, engineers prefer specialized tools like Cursor, Claude Code, and newer alternatives over incumbents like GitHub Copilot.
  • Switching costs remain low, with rapid shifts in tool adoption expected due to fast-paced innovation and model improvements.
  • Role-specific tools are gaining traction, indicating a trend toward customization of AI assistants tailored to unique workflows.

Emerging Opportunities and Future Trends

  • Expanding AI’s role in upstream work: PMs and founders want AI to assist more with research, ideation, and strategic planning, moving beyond current production-focused use cases.
  • Engineering AI tools: There is strong demand for AI to automate “boring but necessary” tasks like writing tests and code reviews.
  • Prototyping and design interaction: Both PMs and designers show increasing interest in AI-powered prototyping capabilities, highlighting shifts in traditional role boundaries.
  • Human-AI collaboration workflows: Future success depends on building better workflows for tackling fuzzy, complex problems where outputs are less well-defined.

Conclusion

AI in 2025 is delivering unprecedented productivity gains across tech roles, but adoption and satisfaction vary considerably by function. Founders lead in strategic AI use, PMs and designers are expanding production capabilities, and engineers focus on coding support with growing expectations for automation in ancillary tasks. The landscape is rapidly evolving with specialized tools and new workflows, signaling a compounding productivity revolution poised to accelerate further in 2026 and beyond.

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