4 min read

[Weekly Retro] Why trust will define the next generation of AI Products

#260 - Jul.2025

Weekly Retro is a short e-mail with a wrap-up of ideas from the week, interesting links I found, and food for thought before you head off for the weekend.

Hi there!

Here's a quick idea before you head-off for the weekend:

I think trust will become the most important feature of any AI product.

At every interaction, we have an opportunity to gain or break customer's trust. With so many options out there, the cost of finding new options is low.

People will just "hire" a different product to solve their problems.

Traditional UX design assumes predictable outcomes. Click button = get result. But AI doesn't work that way. LLMs hallucinate and they operate on probabilities.

The mental model shift on how we design this type of solutions is not trivial:

  • From command-based to intention-based interactions
  • From deterministic flows to probabilistic experiences
  • From traditional testing mechanisms to continuous evaluation

The 4 principles that I believe will become key for designing this type of products:

  1. Don't overpromise: Set clear capability boundaries upfront. "AI can [outcome] with [level of accuracy]".
  2. Probe: Continuously guide users with follow-up questions and next steps. Don't leave them hanging in uncertainty.
  3. Calibrate: Build feedback loops everywhere. Let users correct, rate, and refine AI outputs in real-time.
  4. Guardrails: Design safety mechanisms and escalation paths (e.g. Humans-in-loop).

There's a big wave of AI products coming. As designers and builders, we (still) have the power to make them safe and truthful.

🧪 Things I've been testing

Combining Claude Desktop with Docker's MCP Toolkit!

This basically turns Claude Desktop into a powerful agent, provided with a wider range of tools (Docker packages MCP servers as containers).

Check out more here: MCP Toolkit

  • Anthropic: How the company values can shape their product strategy:
The dark horse of AI labs
How Anthropic’s missionary zeal is fuelling its commercial success
  • A great reflection about builders in leadership roles:
Am I Becoming Irrelevant?
The frustration of feeling like a buffer instead of a builder, and learning to measure impact through team success rather than personal output

🖋️ Quote of the week

“The best strategy is a balance between having a deliberate one, and a flexible, or emergent strategy.” – Clayton Christensen
César Rodríguez
César Rodríguez
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