‹ All AI-103 questions

AI-103 Practice Question 47: Read OCR vs Tagging

Microsoft Azure AI Apps and Agents Developer Associate (AI-103) · Test 5 · question 7 of 10

Implement computer vision solutionseasy

A retail app lets shoppers photograph a shelf price tag. The app must return the printed price and product code as text so it can compare them against the online catalog. The team already tried Image Analysis tagging and object detection, which only return labels like "sign" and "text", not the price or code themselves.

What should the app call instead?

Select one answer
Show answer and explanation

Answer:

  • A. Image Analysis with the Read (OCR) feature, to extract the printed characters as text

The Image Analysis 4.0 Read feature "offers the ability to extract printed or handwritten text from images in a unified performance-enhanced synchronous API." Requesting Read in the features parameter returns the actual recognized lines and words, including a price and a product code, as text with bounding boxes and confidence scores, which is exactly what comparing against a catalog requires.

- B is wrong because Smart Crop reframes or thumbnails an image around its most relevant region; it never reads the characters printed on the tag. - C is wrong because tags are a fixed vocabulary of scene and object labels. Loosening the confidence threshold returns more labels like "sign" or "retail," never the specific digits and characters printed on the tag. - D is wrong because dense captions generate natural-language descriptions of regions in the image ("a price tag on a shelf"). A caption can mention that a tag is present, but it doesn't reliably reproduce the exact price or code as characters the way OCR does.

Reference: OCR for images - Azure Vision in Foundry Tools

Practice Test 5 ›

Study guides for AI-103

AI engineer roadmap 2026: skills, certs and the orderAI engineer roadmap for 2026: skills to learn in order, AI engineer vs ML engineer, which certifications fit each stage, and what to skip.
AI-200 exam guide: Azure AI Cloud Developer AssociateAI-200 replaced AZ-204: what the Azure AI Cloud Developer exam tests, how it differs from AI-103, price in USD and INR, format and how to prepare.
How AI Is Changing Software Jobs: Where to PrepareHow AI is changing software jobs: what history shows, the evidence on junior developers, what Klarna learned, new AI roles and five domains to prepare for.
AI-901 exam guide: Azure AI Fundamentals after AI-900AI-901 replaced AI-900: learn what changed, how much Python and Microsoft Foundry you need, exam costs in India, and how to prepare.
Best AI certifications 2026: AWS, Google, Microsoft, ClaudeThe best AI certifications in 2026 from AWS, Google, Microsoft, Claude and Databricks, by level, with price, status and which one to take first.
Microsoft AI certification path 2026: which exam firstMicrosoft AI certification path for 2026 - AI-901, AB-730, AI-103, AI-200, AI-300, AB-100, AI-500 and GH-300 by role, and which exam to take first.
AI-103 Certification Guide: What Changed From AI-102The AI-103 certification replaced AI-102 in 2026. Exam format, cost, the five skill domains, what changed and how to prepare, with free practice questions.
What Is RAG? How Retrieval-Augmented Generation WorksWhat RAG is and how it works: chunking, embeddings, vector search, hybrid search, reranking, GraphRAG and agentic RAG on AWS, Google and Azure.
Prompt engineering vs RAG vs fine-tuningWhen to use prompt engineering, retrieval-augmented generation, fine-tuning or continued pre-training, compared on cost, freshness, hallucination and privacy.