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EuroSTAR Conference

Europe's Largest Software Testing Conference.

Track Talk, Th2

Signal Over Noise: Building an Intentional AI Workflow That Scales

Diego Molina

09:00 - 09:45 CEST, Thursday 18th June

The AI tooling landscape has never been louder and for engineers trying to maintain quality at scale, that noise has a real cost. In this session, Diego Molina, Senior Field Solutions Engineer at Sauce Labs, shares an honest, practitioner’s perspective on what it actually takes to build an AI workflow worth keeping.

Diego opens with a candid failure: hours spent iterating with an AI assistant that went nowhere, a reminder that AI assistance without intent is just friction with better branding. The turning point came in recognizing that AI tools aren’t universally helpful; they’re only powerful when matched to the right problem.

From there, Diego walks through real examples from his own workflow, demonstrating how the right AI tools, applied with intention, can reduce overhead, surface meaningful patterns, and help teams prioritize effectively rather than react to noise.

Whether you’re evaluating your first AI testing tool or questioning the five you already have, this session offers a practical framework for making intentional choices that complement your workflow and scale with your team.

What you will learn

  1. AI tools only deliver value when aligned to a specific problem; intent matters more than quantity
  2. Targeted use cases like AI-assisted authoring and insights surfacing outperform general-purpose AI in testing workflows
  3. Scaling quality means shifting from reactive triage to pattern-driven prioritization; from noise to signal

Session Details

  • Intermediate
  • 45 minutes
  • Includes 15mins Q&A
  • Innovative testing strategies
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We look forward to welcoming you to EuroSTAR 2026

Session Speaker

Diego Molina

Senior Field Solutions Engineer – Sauce Labs, Spain

Diego Molina is a Senior Field Solutions Engineer at Sauce Labs and a project lead for the Selenium project. With a deep passion for testing, Diego enables engineers through practical tooling, infrastructure work, and hands-on Selenium workshops.

A familiar face on the conference circuit, he regularly speaks at Selenium, Appium, and testing-focused events. When he’s not on stage, you’ll find him on the Selenium Slack channel helping the community solve real problems in real time.

His day-to-day work at Sauce Labs keeps him close to the challenges of testing at scale, from managing complex repositories to evaluating where AI tooling genuinely helps versus where it just adds noise. That hands-on experience shapes his core belief: intentional tool choice, not tool volume, is what separates signal from noise.

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