Agentic AI Reference Architecture

Human Oversight · Software component

Binary Rating Feedback Prompt

Software componentHuman OversightExperience & Human Oversightarc:BinaryRatingFeedbackPrompt

A feedback collector that asks for a single-click thumbs-up/down or star rating immediately after an agent response.

Responsibility. Captures high-volume, low-effort explicit satisfaction signals.

Also known as: Thumbs up/down, Was this helpful?

Variant of Feedback Collector abstract

When to choose. Choose when high feedback volume matters more than information density; single-click ratings generate high volume but low information per response.

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Direct neighbourhood (hover for relationship types)

Relationships

alternative to variability

Design guidance

Classification

Patterns
In-app feedback
Quality attributes
Interaction capability (ISO/IEC 25010)

Sources

  1. Ch10.1: T. Nguyen, "Conversational UI," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 10.1. ISBN: 9798244538229.
  2. Ref10.03: "User Feedback and Iterative Improvement," unpublished reference note (03-User-Feedback-Iteration.md), Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam supplementary materials, 2026. unpublished note