SAP Certified Associate - Generative AI Developer

Last checked October 22, 2026 against the official SAP exam page.

1. Question 1Large Language Models

   Which concept describes the text unit that a language model reads and produces, and that is counted for usage and limits?

   1. AHyperparameters, which are the settings chosen before training starts on the data
   2. BEmbeddings, which are the vectors that represent documents in a search index
   3. CTokens, which are the units of text that a model reads and generates
   4. DCheckpoints, which are the saved states of a model's weights during training
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   Correct answer: C

   Tokens are the units a model reads and generates, and they drive usage and limits. Embeddings represent meaning, hyperparameters are training settings, and checkpoints save training states.

2. Question 2Generative AI Hub

   A developer wants to call a large language model from an SAP application through a central, governed access point, without storing each model provider's credentials in the application. Which SAP capability provides this?

   1. AA direct browser call to the model provider from the Fiori launchpad tile for the application
   2. BA custom ABAP report that stores each provider's API key in a table of the application
   3. CThe generative AI hub in SAP AI Core, which gives governed access to foundation models
   4. DAn SAP HANA stored procedure that copies the model weights into the database each night
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   Correct answer: C

   The generative AI hub in SAP AI Core provides governed, centralised access to foundation models without spreading provider credentials into each application. Storing keys in ABAP tables, browser calls and copying weights into the database all weaken governance.

3. Question 3SAP AI Core

   In SAP AI Core, what is a resource group used for?

   1. AStoring the source code of the application in the repository for the team to build from
   2. BGrouping the Fiori tiles on the launchpad home page, so that users find their apps more easily
   3. CIsolating AI resources and their configurations for a tenant or team, so that they are kept separate
   4. DRecording the working hours of the team members who develop the AI scenarios each week
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   Correct answer: C

   A resource group isolates AI resources and their configurations for a tenant or team. Fiori tiles, source code and working hours are not what resource groups manage.

4. Question 4SAP Business AI

   Which SAP Business AI capability embeds generative assistance directly into business applications for users?

   1. AA batch job that emails the user a summary of their open tasks at the end of each shift
   2. BA standalone spreadsheet macro that the user runs by hand on exported data each day
   3. CJoule, the generative assistant that is integrated into SAP applications for users
   4. DA database index that speeds up queries on the tables of the application for reporting
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   Correct answer: C

   Joule is SAP's generative assistant integrated into SAP applications. Spreadsheet macros, batch emails and database indexes are not embedded assistance.

5. Question 5Large Language Models

   What is a context window in a large language model?

   1. AThe period during which a model's training data was collected from public sources on the web
   2. BThe browser window that displays the chat between a user and the model in the application
   3. CThe time window during which a model is allowed to be called by the application each day
   4. DThe amount of input and output text the model can consider in one call, measured in tokens
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   Correct answer: D

   The context window is the amount of text, in tokens, that the model can consider in one call. The other options describe a browser window, a call window and a data collection period, none of which is the context window.