Skip to main content
MasarUX
01
aipd-i01MasarUX ProIntermediate

Prototyping and Testing AI-Powered Experiences

Learn to prototype and test AI-powered experiences whose behavior is variable, probabilistic, and sometimes wrong — before the real AI system is production-ready. Build believable Wizard-of-Oz prototypes, simulate good, weak, uncertain, and failed outputs, design latency and failure states as testable experience, and run usability tests that separate a model-quality problem from a UX-design problem.

20 hours (approximately)3 Levels · 30 Lessons
02
Sign Up Now
03

By the end of this Course, you can choose an appropriate prototype fidelity for AI behavior, build a disclosed Wizard-of-Oz or scripted-response test, design and test latency/failure/uncertainty states, and run a test that separates model-quality problems from UX-design problems with defensible behavioral evidence.

01Choose the right prototype fidelity for testing AI behavior, and know when real AI is required versus when simulation is enough
02Build believable Wizard-of-Oz prototypes and scripted response sets that stay honest without deceiving participants
03Simulate variability and good, weak, uncertain, and failed AI outputs realistically
04Design latency, streaming, partial-output, interruption, and failure states as testable parts of the experience
05Design retry/regenerate, recovery, and correction paths, and build a state matrix covering the nondeterministic behavior space
06Observe overtrust and undertrust in real sessions, and test confidence cues without implying false precision
07Write AI-specific test tasks, capture rigorous behavioral evidence, and separate model-quality failure from UX-design failure
08Synthesize test findings into concrete, defensible design changes
04

Curriculum

3 Levels · 30 Lessons

Assessment

Each Lesson may include a Quiz

Each Level may include an Exam

Completion requirements

Complete the available Lessons

Pass all configured Quizzes and Exams

Locked activities open only after their prerequisites are met

05
Course Skills6 Course Skills
AI Behavior Simulation
AI Prototype Fidelity Decisions
Behavioral Evidence Analysis
Latency and Failure-State Design
Trust and Correction Testing
Wizard-of-Oz Testing
Related Competency Domains
Testing & Validation
06
Career Path relationship
AI Product Designer

Completed Course progress automatically counts toward the Career Path when this Course belongs to a Mission.

07
What You'll Gain
  • Builds one practiced prototype-and-test judgment across 30 bilingual Lessons
  • Keeps every test claim tied to real behavioral evidence, never a polished demo alone
  • Separates what a test actually showed from what a confident walkthrough would prefer to imply, at every step
  • Uses scenario-based assessments to rehearse the real judgment calls of a working Product Designer's AI-prototype-testing practice
Who Is This Course For?
  • UX/Product Designers who need to test an AI experience before the underlying model is built or production-ready
  • Designers preparing a Wizard-of-Oz or simulated-behavior prototype for a real usability test
  • Researchers and designers who need AI-specific test tasks, not generic usability-testing templates
  • Anyone who must separate a model-quality problem from a UX-design problem after a test session
Course Features
  • 3 progressive Levels and 30 substantive bilingual Lessons
  • 30 Lesson Quizzes with 10 scenario-based questions each
  • 3 Level Exams with 15 transfer questions each
  • One structurally validated Practice Task running a full Wizard-of-Oz AI experience test end to end
08
Course Completion Certificate

Awarded after the Course's configured completion requirements are met.