Non-deterministic Output

Non-deterministic Output image
Behaviour where the same input can produce different outputs across multiple runs. LLMs exhibit this by design, requiring testers to shift from exact-match checks to presence/absence assertions. So what? Non-determinism means a regression test can "fail" without the answer being wrong — a fundamental difference from testing traditional software. Example: Running the same summarisation prompt twice may return the same meaning in different words. Editorial note: This definition has been inferred from how the term was used in the source material.

"The maximum time you expect your application to take to respond to a specific request or action." — Demi Van Malcot
Explore MoT
MoTaCon 2026 image
Thu, 1 Oct
A tech conference to help you navigate the ever-shifting landscape of Quality Engineering, AI, Leadership, Product, Accessibility and Security.
Advanced prompting for testers image
Advanced prompting skills to turn AI into your trusted testing companion.
This Week in Quality image
Debrief the week in Quality via a community radio show hosted by Simon Tomes and members of the community
Subscribe to our newsletter