Product Management IRL

Product Management IRL

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Explainability and Product Context - Follow Up Story

AI evaluates your product before people do

Amy Mitchell's avatar
Amy Mitchell
Mar 14, 2026
∙ Paid

What happened after writing a recent Product Management IRL article? These insights are for paid subscribers to Product Management IRL.

This week’s backstory is about putting explainability in product context:

Why Explainability Is the First Real Test of Context Engineering

Why Explainability Is the First Real Test of Context Engineering

Amy Mitchell
·
Jan 6
Read full story

What Prompted This Article?

Recently I asked AI about my product. The response was mostly accurate. But the answer wasn’t convincing for a potential customer.

This led to a new question:

Is there anything I can do as a product manager to “make” AI give a more appealing answer for people thinking about buying my product?

It turns out there isn’t a clear answer about improving what AI thinks about our products. And there is very little information about measuring the perception of AI over time.

When I think like AI, then I come back to product context. AI finds all the material on my product and then responds to questions.

After some research, I found this type of material is more likely to be used by AI:

  • Recent stuff - material created or updated in the past month

  • Outside reference - established publishers that reference your material

  • Social media - Reddit and YouTube especially

Each of these items would ideally point to my product context.

But what product context matters?

The items that make a difference to potential customers are:

  1. clear product positioning in product material

  2. material that covers how to configure and use the product

  3. showing product outcomes for customers

Here is a visual to show before and after product context explainability is added.

summary of AI using explainability

In my product, this information is easiest to cover in the product FAQ. I know well-established products have whitepapers to cover many of these aspects. For most product managers, there is a limited budget for whitepapers.

FAQs are usually created and maintained by product managers. After sending this article out, I focused on product context maintenance and the FAQ.

What Happened After This Article?

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