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  1. Product Mastery Now for Product Managers, Leaders, and Innovators
  2. 565: AI tools to accelerate innovation and capture knowledge – with Katie Trauth Taylor, PhD
565: AI tools to accelerate innovation and capture knowledge – with Katie Trauth Taylor, PhD

565: AI tools to accelerate innovation and capture knowledge – with Katie Trauth Taylor, PhD

Product Mastery Now for Product Managers, Leaders, and Innovators · Nov 10, 2025

Product teams waste 70% of their time on documentation. Dr. Katie Trauth Taylor shares four ways AI can reclaim this time for innovation.

R&D Teams Waste 70% of Time on Documentation, Not Core Innovation

A study of 100 R&D leaders found teams spend a staggering 70% of their time on communication-related tasks: 30% on information lookup and 40% creating documentation. This administrative burden is a primary bottleneck slowing speed-to-market for new products.

565: AI tools to accelerate innovation and capture knowledge – with Katie Trauth Taylor, PhD thumbnail

565: AI tools to accelerate innovation and capture knowledge – with Katie Trauth Taylor, PhD

Product Mastery Now for Product Managers, Leaders, and Innovators·3 months ago

Secure Innovation Buy-In By Pitching a Narrative, Not Just Technical Data

Technologists often fail to get project approval by focusing on specs and data. A successful pitch requires a "narrative algorithm" that addresses five key drivers: empathy, engagement, alignment, evidence, and impact. This framework translates technical achievements into a compelling business story for leadership.

565: AI tools to accelerate innovation and capture knowledge – with Katie Trauth Taylor, PhD thumbnail

565: AI tools to accelerate innovation and capture knowledge – with Katie Trauth Taylor, PhD

Product Mastery Now for Product Managers, Leaders, and Innovators·3 months ago

AI Agents Will Replace Prompt Engineering by Proactively Surfacing Business Threats

The era of prompt engineering is ending. The future is proactive AI agents working in the background to surface critical information. These agents will automatically monitor for and alert teams to competitor launches, new patent filings, and regulatory changes, shifting from a manual 'pull' to an automated 'push' model of intelligence.

565: AI tools to accelerate innovation and capture knowledge – with Katie Trauth Taylor, PhD thumbnail

565: AI tools to accelerate innovation and capture knowledge – with Katie Trauth Taylor, PhD

Product Mastery Now for Product Managers, Leaders, and Innovators·3 months ago

Impending Retirement of 22% of Manufacturing Workers Makes AI Knowledge Capture an Urgent Priority

With 22% of the manufacturing workforce retiring by 2025, companies face a catastrophic loss of institutional knowledge—the 'library will burn.' This demographic crisis makes AI-powered knowledge capture systems a critical business continuity strategy, not just a productivity tool, to preserve decades of experience.

565: AI tools to accelerate innovation and capture knowledge – with Katie Trauth Taylor, PhD thumbnail

565: AI tools to accelerate innovation and capture knowledge – with Katie Trauth Taylor, PhD

Product Mastery Now for Product Managers, Leaders, and Innovators·3 months ago

Pitch Innovation to Risk-Averse Cultures by Highlighting Barriers, Not Just Opportunity

Tailor your innovation story to your company's risk culture. For risk-averse organizations, proactively acknowledging potential problems, barriers, and what could go wrong is more persuasive. For risk-tolerant cultures like Amazon's, leading with opportunity and the potential for learning is more effective.

565: AI tools to accelerate innovation and capture knowledge – with Katie Trauth Taylor, PhD thumbnail

565: AI tools to accelerate innovation and capture knowledge – with Katie Trauth Taylor, PhD

Product Mastery Now for Product Managers, Leaders, and Innovators·3 months ago

AI's True Power in R&D Is Actively Capturing Tribal Knowledge, Not Just Answering Questions

Shift your view of AI from a passive chatbot to an active knowledge-capture system. The greatest value comes from AI designed to prompt team members for their unique insights, then storing and attributing that information. This transforms fleeting tribal knowledge into a permanent, searchable organizational asset.

565: AI tools to accelerate innovation and capture knowledge – with Katie Trauth Taylor, PhD thumbnail

565: AI tools to accelerate innovation and capture knowledge – with Katie Trauth Taylor, PhD

Product Mastery Now for Product Managers, Leaders, and Innovators·3 months ago

A "Brilliant Failure" Spends Little Money to Learn a Lot; An "Epic Failure" Does the Opposite

Not all failures are equal. Innovation teams must adopt a framework for evaluating failures based on their cost-to-learning ratio. A 'brilliant failure' maximizes learning while minimizing cost, making it a productive part of R&D. An 'epic failure' spends heavily but yields little insight, representing a true loss.

565: AI tools to accelerate innovation and capture knowledge – with Katie Trauth Taylor, PhD thumbnail

565: AI tools to accelerate innovation and capture knowledge – with Katie Trauth Taylor, PhD

Product Mastery Now for Product Managers, Leaders, and Innovators·3 months ago

AI Will Elevate Portfolio Management From Reactive Reporting to Proactive Intelligence

AI is transforming Product Portfolio Management (PPM) from a function reliant on periodic, presentation-heavy reviews into a real-time intelligence capability. Leaders can move beyond quarterly business reviews and use AI to query portfolio status, surface risks, and gain continuous visibility, enabling proactive decision-making.

565: AI tools to accelerate innovation and capture knowledge – with Katie Trauth Taylor, PhD thumbnail

565: AI tools to accelerate innovation and capture knowledge – with Katie Trauth Taylor, PhD

Product Mastery Now for Product Managers, Leaders, and Innovators·3 months ago