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Azure AI Engineer Associate
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30 verified questions are currently in the live bank. Questions updated at Apr 13, 2026, 10:51 AM CDT. The daily set rotates at 10:00 AM local time, and each explanation links back to the source used to write it. Use the web set for quick practice, then switch to the app when available for larger banks and deeper review.
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A. Incorrect: Generative AI is unrelated to Azure AI Engineer work is incorrect because it does not answer this stem as directly as Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls..
B. Correct: Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls is the correct answer because generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls. The current AI-102 guide includes generative AI and agentic solution topics.
C. Incorrect: Grounding outputs always means deleting source data is incorrect because it does not answer this stem as directly as Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls..
D. Incorrect: Generative AI implementation never needs safety controls is incorrect because it does not answer this stem as directly as Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls..
A. Correct: Azure AI engineers should apply responsible AI principles when building AI solutions is the correct answer because azure AI engineers should apply responsible AI principles when building AI solutions. The AI-102 audience profile calls out applying responsible AI principles.
B. Incorrect: Responsible AI means hiding system limitations is incorrect because it does not answer this stem as directly as Azure AI engineers should apply responsible AI principles when building AI solutions..
C. Incorrect: Responsible AI principles are optional trivia with no engineering relevance is incorrect because it does not answer this stem as directly as Azure AI engineers should apply responsible AI principles when building AI solutions..
D. Incorrect: Responsible AI requires ignoring monitoring is incorrect because it does not answer this stem as directly as Azure AI engineers should apply responsible AI principles when building AI solutions..
A. Correct: AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services is the correct answer because aI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services. The study guide lists planning and managing Azure AI solutions as a measured skill area.
B. Incorrect: AI-102 ignores service selection is incorrect because it does not answer this stem as directly as AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services..
C. Incorrect: AI-102 requires avoiding Azure AI portfolio knowledge is incorrect because it does not answer this stem as directly as AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services..
D. Incorrect: AI-102 is only a Linux filesystem exam is incorrect because it does not answer this stem as directly as AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services..
A. Incorrect: Natural language processing is only disk partitioning is incorrect because it does not answer this stem as directly as Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs..
B. Correct: Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs is the correct answer because natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs. AI-102 includes natural language processing solution implementation.
C. Incorrect: Text analysis has no AI use cases is incorrect because it does not answer this stem as directly as Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs..
D. Incorrect: Language solutions cannot use APIs or SDKs is incorrect because it does not answer this stem as directly as Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs..
A. Incorrect: Search enrichment only applies to printer drivers is incorrect because it does not answer this stem as directly as Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content..
B. Correct: Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content is the correct answer because knowledge mining and information extraction solutions help search, enrich, and retrieve information from content. Knowledge mining and extraction are listed on the AI-102 study guide.
C. Incorrect: Knowledge mining means deleting all searchable content is incorrect because it does not answer this stem as directly as Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content..
D. Incorrect: Information extraction is unrelated to Azure AI services is incorrect because it does not answer this stem as directly as Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content..
A. Incorrect: Images and video are unrelated to vision services is incorrect because it does not answer this stem as directly as Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition..
B. Incorrect: Vision solutions cannot use Azure AI services is incorrect because it does not answer this stem as directly as Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition..
C. Incorrect: Computer vision is only about database indexing is incorrect because it does not answer this stem as directly as Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition..
D. Correct: Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition is the correct answer because computer vision solutions process images or video for tasks such as analysis, extraction, or recognition. Computer vision is a measured AI-102 skill area.
A. Incorrect: Grounding outputs always means deleting source data is incorrect because it does not answer this stem as directly as Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls..
B. Correct: Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls is the correct answer because generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls. The current AI-102 guide includes generative AI and agentic solution topics.
C. Incorrect: Generative AI implementation never needs safety controls is incorrect because it does not answer this stem as directly as Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls..
D. Incorrect: Generative AI is unrelated to Azure AI Engineer work is incorrect because it does not answer this stem as directly as Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls..
A. Incorrect: Responsible AI requires ignoring monitoring is incorrect because it does not answer this stem as directly as Azure AI engineers should apply responsible AI principles when building AI solutions..
B. Incorrect: Responsible AI means hiding system limitations is incorrect because it does not answer this stem as directly as Azure AI engineers should apply responsible AI principles when building AI solutions..
C. Incorrect: Responsible AI principles are optional trivia with no engineering relevance is incorrect because it does not answer this stem as directly as Azure AI engineers should apply responsible AI principles when building AI solutions..
D. Correct: Azure AI engineers should apply responsible AI principles when building AI solutions is the correct answer because azure AI engineers should apply responsible AI principles when building AI solutions. The AI-102 audience profile calls out applying responsible AI principles.
A. Correct: AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services is the correct answer because aI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services. The study guide lists planning and managing Azure AI solutions as a measured skill area.
B. Incorrect: AI-102 requires avoiding Azure AI portfolio knowledge is incorrect because it does not answer this stem as directly as AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services..
C. Incorrect: AI-102 ignores service selection is incorrect because it does not answer this stem as directly as AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services..
D. Incorrect: AI-102 is only a Linux filesystem exam is incorrect because it does not answer this stem as directly as AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services..
A. Incorrect: Natural language processing is only disk partitioning is incorrect because it does not answer this stem as directly as Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs..
B. Correct: Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs is the correct answer because natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs. AI-102 includes natural language processing solution implementation.
C. Incorrect: Language solutions cannot use APIs or SDKs is incorrect because it does not answer this stem as directly as Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs..
D. Incorrect: Text analysis has no AI use cases is incorrect because it does not answer this stem as directly as Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs..
A. Incorrect: Knowledge mining means deleting all searchable content is incorrect because it does not answer this stem as directly as Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content..
B. Correct: Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content is the correct answer because knowledge mining and information extraction solutions help search, enrich, and retrieve information from content. Knowledge mining and extraction are listed on the AI-102 study guide.
C. Incorrect: Search enrichment only applies to printer drivers is incorrect because it does not answer this stem as directly as Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content..
D. Incorrect: Information extraction is unrelated to Azure AI services is incorrect because it does not answer this stem as directly as Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content..
A. Correct: Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition is the correct answer because computer vision solutions process images or video for tasks such as analysis, extraction, or recognition. Computer vision is a measured AI-102 skill area.
B. Incorrect: Computer vision is only about database indexing is incorrect because it does not answer this stem as directly as Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition..
C. Incorrect: Images and video are unrelated to vision services is incorrect because it does not answer this stem as directly as Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition..
D. Incorrect: Vision solutions cannot use Azure AI services is incorrect because it does not answer this stem as directly as Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition..
A. Correct: Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls is the correct answer because generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls. The current AI-102 guide includes generative AI and agentic solution topics.
B. Incorrect: Generative AI implementation never needs safety controls is incorrect because it does not answer this stem as directly as Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls..
C. Incorrect: Grounding outputs always means deleting source data is incorrect because it does not answer this stem as directly as Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls..
D. Incorrect: Generative AI is unrelated to Azure AI Engineer work is incorrect because it does not answer this stem as directly as Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls..
A. Incorrect: Responsible AI requires ignoring monitoring is incorrect because it does not answer this stem as directly as Azure AI engineers should apply responsible AI principles when building AI solutions..
B. Incorrect: Responsible AI means hiding system limitations is incorrect because it does not answer this stem as directly as Azure AI engineers should apply responsible AI principles when building AI solutions..
C. Incorrect: Responsible AI principles are optional trivia with no engineering relevance is incorrect because it does not answer this stem as directly as Azure AI engineers should apply responsible AI principles when building AI solutions..
D. Correct: Azure AI engineers should apply responsible AI principles when building AI solutions is the correct answer because azure AI engineers should apply responsible AI principles when building AI solutions. The AI-102 audience profile calls out applying responsible AI principles.
A. Incorrect: AI-102 is only a Linux filesystem exam is incorrect because it does not answer this stem as directly as AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services..
B. Correct: AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services is the correct answer because aI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services. The study guide lists planning and managing Azure AI solutions as a measured skill area.
C. Incorrect: AI-102 ignores service selection is incorrect because it does not answer this stem as directly as AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services..
D. Incorrect: AI-102 requires avoiding Azure AI portfolio knowledge is incorrect because it does not answer this stem as directly as AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services..
A. Correct: Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs is the correct answer because natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs. AI-102 includes natural language processing solution implementation.
B. Incorrect: Language solutions cannot use APIs or SDKs is incorrect because it does not answer this stem as directly as Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs..
C. Incorrect: Text analysis has no AI use cases is incorrect because it does not answer this stem as directly as Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs..
D. Incorrect: Natural language processing is only disk partitioning is incorrect because it does not answer this stem as directly as Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs..
A. Incorrect: Knowledge mining means deleting all searchable content is incorrect because it does not answer this stem as directly as Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content..
B. Incorrect: Information extraction is unrelated to Azure AI services is incorrect because it does not answer this stem as directly as Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content..
C. Correct: Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content is the correct answer because knowledge mining and information extraction solutions help search, enrich, and retrieve information from content. Knowledge mining and extraction are listed on the AI-102 study guide.
D. Incorrect: Search enrichment only applies to printer drivers is incorrect because it does not answer this stem as directly as Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content..
A. Incorrect: Images and video are unrelated to vision services is incorrect because it does not answer this stem as directly as Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition..
B. Correct: Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition is the correct answer because computer vision solutions process images or video for tasks such as analysis, extraction, or recognition. Computer vision is a measured AI-102 skill area.
C. Incorrect: Computer vision is only about database indexing is incorrect because it does not answer this stem as directly as Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition..
D. Incorrect: Vision solutions cannot use Azure AI services is incorrect because it does not answer this stem as directly as Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition..
A. Incorrect: Generative AI is unrelated to Azure AI Engineer work is incorrect because it does not answer this stem as directly as Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls..
B. Incorrect: Generative AI implementation never needs safety controls is incorrect because it does not answer this stem as directly as Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls..
C. Correct: Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls is the correct answer because generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls. The current AI-102 guide includes generative AI and agentic solution topics.
D. Incorrect: Grounding outputs always means deleting source data is incorrect because it does not answer this stem as directly as Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls..
A. Incorrect: Responsible AI means hiding system limitations is incorrect because it does not answer this stem as directly as Azure AI engineers should apply responsible AI principles when building AI solutions..
B. Incorrect: Responsible AI principles are optional trivia with no engineering relevance is incorrect because it does not answer this stem as directly as Azure AI engineers should apply responsible AI principles when building AI solutions..
C. Correct: Azure AI engineers should apply responsible AI principles when building AI solutions is the correct answer because azure AI engineers should apply responsible AI principles when building AI solutions. The AI-102 audience profile calls out applying responsible AI principles.
D. Incorrect: Responsible AI requires ignoring monitoring is incorrect because it does not answer this stem as directly as Azure AI engineers should apply responsible AI principles when building AI solutions..
A. Incorrect: AI-102 is only a Linux filesystem exam is incorrect because it does not answer this stem as directly as AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services..
B. Correct: AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services is the correct answer because aI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services. The study guide lists planning and managing Azure AI solutions as a measured skill area.
C. Incorrect: AI-102 requires avoiding Azure AI portfolio knowledge is incorrect because it does not answer this stem as directly as AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services..
D. Incorrect: AI-102 ignores service selection is incorrect because it does not answer this stem as directly as AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services..
A. Incorrect: Natural language processing is only disk partitioning is incorrect because it does not answer this stem as directly as Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs..
B. Correct: Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs is the correct answer because natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs. AI-102 includes natural language processing solution implementation.
C. Incorrect: Text analysis has no AI use cases is incorrect because it does not answer this stem as directly as Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs..
D. Incorrect: Language solutions cannot use APIs or SDKs is incorrect because it does not answer this stem as directly as Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs..
A. Incorrect: Search enrichment only applies to printer drivers is incorrect because it does not answer this stem as directly as Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content..
B. Correct: Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content is the correct answer because knowledge mining and information extraction solutions help search, enrich, and retrieve information from content. Knowledge mining and extraction are listed on the AI-102 study guide.
C. Incorrect: Knowledge mining means deleting all searchable content is incorrect because it does not answer this stem as directly as Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content..
D. Incorrect: Information extraction is unrelated to Azure AI services is incorrect because it does not answer this stem as directly as Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content..
A. Incorrect: Images and video are unrelated to vision services is incorrect because it does not answer this stem as directly as Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition..
B. Incorrect: Vision solutions cannot use Azure AI services is incorrect because it does not answer this stem as directly as Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition..
C. Correct: Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition is the correct answer because computer vision solutions process images or video for tasks such as analysis, extraction, or recognition. Computer vision is a measured AI-102 skill area.
D. Incorrect: Computer vision is only about database indexing is incorrect because it does not answer this stem as directly as Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition..
A. Correct: Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls is the correct answer because generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls. The current AI-102 guide includes generative AI and agentic solution topics.
B. Incorrect: Generative AI implementation never needs safety controls is incorrect because it does not answer this stem as directly as Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls..
C. Incorrect: Grounding outputs always means deleting source data is incorrect because it does not answer this stem as directly as Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls..
D. Incorrect: Generative AI is unrelated to Azure AI Engineer work is incorrect because it does not answer this stem as directly as Generative AI solution implementation includes selecting services, grounding outputs, and applying safety controls..
A. Incorrect: Responsible AI requires ignoring monitoring is incorrect because it does not answer this stem as directly as Azure AI engineers should apply responsible AI principles when building AI solutions..
B. Incorrect: Responsible AI principles are optional trivia with no engineering relevance is incorrect because it does not answer this stem as directly as Azure AI engineers should apply responsible AI principles when building AI solutions..
C. Incorrect: Responsible AI means hiding system limitations is incorrect because it does not answer this stem as directly as Azure AI engineers should apply responsible AI principles when building AI solutions..
D. Correct: Azure AI engineers should apply responsible AI principles when building AI solutions is the correct answer because azure AI engineers should apply responsible AI principles when building AI solutions. The AI-102 audience profile calls out applying responsible AI principles.
A. Incorrect: AI-102 ignores service selection is incorrect because it does not answer this stem as directly as AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services..
B. Correct: AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services is the correct answer because aI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services. The study guide lists planning and managing Azure AI solutions as a measured skill area.
C. Incorrect: AI-102 requires avoiding Azure AI portfolio knowledge is incorrect because it does not answer this stem as directly as AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services..
D. Incorrect: AI-102 is only a Linux filesystem exam is incorrect because it does not answer this stem as directly as AI-102 expects candidates to plan and manage Azure AI solutions using appropriate Foundry and Azure AI services..
A. Incorrect: Text analysis has no AI use cases is incorrect because it does not answer this stem as directly as Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs..
B. Incorrect: Language solutions cannot use APIs or SDKs is incorrect because it does not answer this stem as directly as Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs..
C. Incorrect: Natural language processing is only disk partitioning is incorrect because it does not answer this stem as directly as Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs..
D. Correct: Natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs is the correct answer because natural language processing solutions analyze text, language, sentiment, key phrases, translation, or conversational needs. AI-102 includes natural language processing solution implementation.
A. Incorrect: Knowledge mining means deleting all searchable content is incorrect because it does not answer this stem as directly as Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content..
B. Correct: Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content is the correct answer because knowledge mining and information extraction solutions help search, enrich, and retrieve information from content. Knowledge mining and extraction are listed on the AI-102 study guide.
C. Incorrect: Search enrichment only applies to printer drivers is incorrect because it does not answer this stem as directly as Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content..
D. Incorrect: Information extraction is unrelated to Azure AI services is incorrect because it does not answer this stem as directly as Knowledge mining and information extraction solutions help search, enrich, and retrieve information from content..
A. Correct: Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition is the correct answer because computer vision solutions process images or video for tasks such as analysis, extraction, or recognition. Computer vision is a measured AI-102 skill area.
B. Incorrect: Images and video are unrelated to vision services is incorrect because it does not answer this stem as directly as Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition..
C. Incorrect: Vision solutions cannot use Azure AI services is incorrect because it does not answer this stem as directly as Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition..
D. Incorrect: Computer vision is only about database indexing is incorrect because it does not answer this stem as directly as Computer vision solutions process images or video for tasks such as analysis, extraction, or recognition..
dotCreds builds AI-102 practice questions from public exam objectives and Microsoft Learn and exam-objective references. The questions are written for realistic study practice, not copied from exam dumps.
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The site is the fastest way to start AI-102 practice without installing anything. It is built for daily recall, quick weak-topic discovery, and source-backed explanations you can review immediately.
The web page is the quick free sampler. If a dotCreds app is available for AI-102, the app is better for larger banks, focused weak-domain drills, longer review sessions, and mobile study routines.