Can You Still Take Accountability for AI-Assisted Product Decisions?


Linked Better Practices over Stacked Best Practices

PUBLISHED

Oct 5, 2026

READ ON

​HERBIG.CO​

​Dear Reader,​

Sorry for the slip in sending this one out on Friday. To make up for it, there will be (for the first time ever) two newsletters going out this week.

Recently, a CPO told me about an engineer who had used AI to develop a proposal. But when the decisions in it were questioned, the engineer kept referring him back to the output.

The CPO wondered how that conversation would go when they needed to ask others for funding. Using multiple models hadn’t resolved his concern.

AI can help you compare options and consider approaches you might otherwise miss. But you still need to understand why a recommendation makes sense for your strategic context.

For example, imagine using AI to develop a proposal for automating part of your customer onboarding. The proposal might explain how automation could help customers get started faster and reduce the work required from your support team.

A colleague asks whether simplifying the existing onboarding steps would achieve a similar result with less effort.

To discuss that alternative, you need to understand what makes onboarding difficult and why automation seems worth pursuing. You might have evidence that supports your recommendation. You might also realize that you haven’t considered the simpler option closely enough. Or how it links up to business goals.

Of course, defending a decision doesn’t mean sticking with it regardless of what you learn.

With all the beautiful possibilities to speed up the creation of products, strategies, OKRs, and PRDs, keep in mind to use that freed-up time wisely. Like investing in making sure you have a narrative backbone.

Before your next review, ask a colleague to question one consequential choice in a proposal you developed with AI, and pay attention to where you struggle to explain the reasoning beyond repeating what the document says.

Thank you for Practicing Product,

​Tim​

Ways we can work together

1️⃣ Order my book: Real Progress: How to Connect the Dots of Product Strategy, OKRs, and Discovery, which readers call "a practical guide you can return to again and again."

2️⃣ Learn about my in-house training and coaching options for product teams, with a focus on creating strategic clarity, setting pragmatic goals, and implementing real-life discovery practices to reduce risk

​

Who is Tim Herbig?

As a Product Management Coach, I guide Product Teams to measure the real progress of their evidence-informed decisions.

I focus on better practices to connect the dots of Product Strategy, Product OKRs, and Product Discovery.

Product Practice Newsletter

1 tip & 3 resources per week to improve your Strategy, OKRs, and Discovery practices in less than 5 minutes. Explore my new book on realprogressbook.com

Read more from Product Practice Newsletter

Product Practice #431 Linked Better Practices over Stacked Best Practices PUBLISHED Oct 23, 2026 READ ON HERBIG.CO Dear Reader, Last week, Julia and I taught our new The AI-Powered PM: From Hype to Agentic Application workshop, and I wanted to share my top three takeaways across our material and participants' takeaways: #1 Effortless Agentic Building Enables True Product Creativity Once everyone locked in on the fundamental agent components of user prompt, system prompt, context, and output,...

Product Practice #430 How to Think About Product Strategy in the Age of AI PUBLISHED Oct 16, 2026 READ ON HERBIG.CO Dear Reader, Two weeks ago, I had the incredible opportunity to be on Akash's Product Growth Podcast. Now that the episode is out, I can finally share it with you as well. I typically don't put podcast episodes front and center in this newsletter, but since this is more of a 1-hour AI Product Strategy Masterclass than an audio-only podcast, I think it's one of the best pieces of...

Product Practice #429 Linked Better Practices over Stacked Best Practices PUBLISHED Oct 11, 2026 READ ON HERBIG.CO Meet Me Next Week at Just Product 2026 Get your Ticket Dear Reader, When a leadership team wants to introduce OKRs, it can be tempting to start by turning every bullet point of your strategy into an OKR. But a long list of priorities will still compete for the same time and attention, even when it gets repackaged. Before moving into OKR drafting, I like to work through this...