// insights
Sharp thinking from the team
Short reads on AI strategy, transformation, and what we're learning from shipping production AI work.


// insight · 16 Feb 2026
Do we even need Product Managers anymore? Part 2: The Tech Perspective
Exploring how AI reshapes product management, highlighting the evolving roles of engineers and PMs in a fast-paced, AI-driven environment.
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// insight · 11 Feb 2026
Do we even need Product Managers anymore? Part 1
Discover how AI acceleration impacts product management and the critical role of PMs in maintaining focus, prioritization, and continuous discovery in an AI-driven world.
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// insight · 9 Feb 2026
Opportunistic Sales - The Silent Killer of B2B SaaS Growth
Learn how opportunistic sales can derail your product strategy and discover actionable steps to protect your Ideal Customer Profile for sustainable growth.
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// insight · 3 Feb 2026
Self-Organising Teams - Don’t Scale on Hope
Scaling self-organizing teams requires clear standards and governance to ensure alignment, trust, and effective decision-making, rather than relying solely on autonomy.
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// insight · 25 Nov 2025
The AI trust gap: Why 66% use it but only 46% trust it
AI is transforming product teams by merging roles, enabling smaller, versatile groups to innovate faster and more efficiently. Discover how adaptability drives success in the AI era.
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// insight · 13 Oct 2025
From Guesswork to Greatness: What Leaders Can Learn from AI-Driven Pricing
Discover how AI-driven pricing can transform supply chain management, from boosting decision-making confidence to envisioning future organizational structures. Learn key takeaways from a recent leadership forum.
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// insight · 22 Sept 2025
MCP: The AI-Native Enabler
AI is transforming product teams by merging roles, enabling smaller, versatile groups to innovate faster and more efficiently. Discover how adaptability drives success in the AI era.
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// insight · 8 Sept 2025
Value Streams and the Power of Shared Accountability
Unlock team accountability and deliver true customer value. Propel's Value Stream training with Ken Sandy emphasizes outcomes over outputs and the power of shared responsibility.
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// insight · 11 Aug 2025
Smaller Teams, Stretchier People
AI is transforming product teams by merging roles, enabling smaller, versatile groups to innovate faster and more efficiently. Discover how adaptability drives success in the AI era.
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