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Snowflake SnowPro® Specialty: Gen AI Certification Sample Questions:

1. A data platform administrator needs to retrieve a consolidated overview of credit consumption for all Snowflake Cortex AI functions (e.g., LLM functions, Document AI, Cortex Search) across their entire account for the past week. They are interested in the aggregated daily credit usage rather than specific token counts per query. Which Snowflake account usage views should the administrator primarily leverage to gather this information?

A) Option E
B) Option D
C) Option C
D) Option A
E) Option B

2. A developer is building a real-time chat application and wants to integrate a Large Language Model (LLM) hosted in Snowflake Cortex using its REST API. They need to send user prompts and receive streaming responses, ensuring secure authentication. Which of the following statements about using the Cortex REST API for the COMPLETE function are correct?

A) Option E
B) Option D
C) Option C
D) Option A
E) Option B

3. A business team using a Snowflake Cortex Analyst-powered chatbot reports that follow-up questions in multi-turn conversations are sometimes slow to process, impacting user experience. The development team wants to optimize for responsiveness while maintaining accuracy in SQL generation. Which of the following strategies directly addresses latency in multi-turn conversations within Cortex Analyst, considering its underlying mechanisms?

A) Implement an explicit LLM summarization agent within the semantic model to condense conversation history before it's passed to subsequent LLM calls.
B) Configure the semantic model to reset the conversation context after every three turns to limit token count.
C) Switch the underlying text-to-SQL LLM to a smaller model, such as
D) Increase the warehouse size used for Cortex Analyst queries to 'Large' to accelerate LLM inference.
E) Rely on

4.

A) Users with 'ds_team_role' will still be able to successfully call

B) The parameter provides granular control at the database or schema level, allowing administrators to define different sets of approved models for different data contexts.
C) Enabling Cortex Guard for 'AI_COMPLETE through the 'guardrails' option automatically bypasses the 'CORTEX_MODELS_ALLOWLIST to ensure all LLMs can be used for content safety filtering.
D) The 'ACCOUNTADMIN' must execute the SQL command:

E) If a user attempts to call an LLM not explicitly listed in the via the Cortex LLM Playground, Snowflake will automatically fall back to the 'snowflake-arctic' model for that request.

5. A Snowflake account is located in the AWS US East 1 (N. Virginia) region. The 'ACCOUNTADMIN' has set the 'CORTEX MODELS ALLOWLIST' to "mistral-7b" and 'CORTEX ENABLED CROSS REGION' to 'ANY REGION'. A data scientist, whose role has only the 'SNOWFLAKE.CORTEX USER database role, performs several 'AI COMPLETE calls. Which of the following statements correctly describe the behavior of these calls under the given configuration?

A) Option E
B) Option D
C) Option C
D) Option A
E) Option B

Solutions: