Lesson 3 of 4 · Claude Certified Architect — Foundations

The Six Exam Scenarios

reading3 min

Let's examine each scenario in detail so you know what to expect.

Scenario 1: Customer Support Agent

Customer Support Agent

A company deploys a Claude-powered support agent that handles billing inquiries, processes refunds, troubleshoots technical issues, and escalates to human agents when needed.

This scenario tests your ability to design agentic loops with safety constraints. Expect questions about:

  • Prerequisite gates (verify before refund)
  • Escalation triggers (ambiguous identity, angry customer)
  • Structured handoff to human agents
  • Workflow enforcement via hooks vs. prompts

Scenario 2: Code Generation Pipeline

Code Generation Pipeline

A development team builds a system that generates, reviews, and tests code across multiple programming languages using Claude.

Tests tool design and structured output:

  • Tool interface design for code operations
  • Error categorization (syntax vs. semantic vs. runtime)
  • Multi-pass review (generate, then independently review)
  • Structured error responses with actionable feedback

Scenario 3: Multi-Agent Research System

Multi-Agent Research System

An organization builds a research system where a coordinator agent delegates tasks to specialized subagents for data gathering, analysis, and report generation.

Tests orchestration and context passing:

  • Hub-and-spoke architecture
  • Subagent isolation (no shared memory)
  • Explicit context passing with structured metadata
  • Iterative refinement loops

Scenario 4: Developer Productivity Tool

Developer Productivity Tool

A team configures Claude Code for a large monorepo with multiple services, each with different conventions and requirements.

Tests Claude Code configuration:

  • CLAUDE.md hierarchy (user/project/directory)
  • Custom commands and skills
  • Plan mode vs. direct execution
  • Path-specific rules for different services

Scenario 5: CI/CD Quality Pipeline

CI/CD Quality Pipeline

A company integrates Claude into their CI/CD pipeline for automated code review, test generation, and release notes.

Tests automation and prompt engineering:

  • Non-interactive mode (-p flag, --output-format json)
  • Session context isolation
  • Explicit review criteria
  • Batch processing patterns

Scenario 6: Structured Data Extraction

Structured Data Extraction

A company processes thousands of documents (invoices, contracts, medical records) to extract structured data using Claude.

Tests reliability and context management:

  • Schema design with nullable fields
  • Confidence scoring and provenance tracking
  • Error propagation vs. silent suppression
  • Batch processing with the Message Batches API
Exam Tip
When you see a scenario on the exam, immediately identify which domain it primarily maps to. This helps you recall the right mental models.