Snowflake GES-C01 : SnowPro® Specialty: Gen AI Certification Exam

GES-C01 real exams

Exam Code: GES-C01

Exam Name: SnowPro® Specialty: Gen AI Certification Exam

Updated: Nov 11, 2026

Q & A: 351 Questions and Answers

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Snowflake GES-C01 Exam Syllabus Topics:

SectionWeightObjectives
Snowflake Gen AI Governance22%- Guardrails, safety controls, and bias mitigation
- Audit and compliance for AI workloads
- Cost management and token-based pricing
- Monitoring, logging, and observability
- AI governance framework and policies
Snowflake Document AI12%- Document preparation and processing
- Performance optimization and troubleshooting
- Document AI setup and configuration
- Data extraction and structured output
Snowflake Gen AI & LLM Functions40%- RAG implementation in Snowflake
- Embedding functions: EMBED_TEXT_*, vector storage and similarity search
- API integration and authentication
- Cortex LLM functions: COMPLETE, CLASSIFY_TEXT, EXTRACT_ANSWER, SENTIMENT, SUMMARIZE, TRANSLATE
- Model deployment with Snowpark Container Services and Model Registry
Snowflake for Gen AI Overview26%- Role-based access control (RBAC) for AI resources
- Snowflake Copilot and AI assistant capabilities
- Cortex AI components: Cortex Search, Cortex Analyst, Cortex LLMs
- Snowflake Gen AI principles and best practices

Snowflake SnowPro® Specialty: Gen AI Certification Sample Questions:

Question #1

A global enterprise has Snowflake accounts in various regions, including a US East (Ohio) account where a critical application is deployed. They need to use AI_COMPLETE with the claude-3-5-sonnet model for real-time customer support, but this model is not natively available in US East (Ohio) for direct AI_COMPLETE usage. The Snowflake administrator considers enabling cross-region inference. Which statements accurately reflect the considerations and characteristics of cross-region inference in Snowflake Cortex?

  • A. Cross-region inference is not supported in U.S. SnowGov regions for either inbound or outbound inference requests.
  • B. The CORTEX_ENABLED_CROSS_REGION parameter can be configured at the session level to temporarily enable cross-region inference for specific workloads.
  • C. Cross-region inference automatically caches user inputs and generated outputs to reduce latency for subsequent requests to the same model.
  • D. Setting the CORTEX_ENABLED_CROSS_REGION account parameter to 'ANY_REGION' in the US East (Ohio) account would enable inference requests for claude-3-5- sonnet to be processed in any region where it is natively available.
  • E. Latency between regions for cross-region inference is negligible and consistently low, irrespective of cloud provider infrastructure.
Reveal Solution  Discussion  0

Correct Answer: A,D  🗳️

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Question #2

A data science team is fine-tuning a mistral-lb model within Snowflake Cortex using proprietary customer interaction logs. Which of the following principles and practices apply to this fine-tuning process concerning data privacy, model ownership, and subsequent inference?

  • A. The resulting fine-tuned model is exclusively available to the data science team and cannot be accessed by other Snowflake customers.
  • B. The proprietary customer interaction logs used for fine-tuning are leveraged by Snowflake to improve the base mistral -7b model for all customers.
  • C. The fine-tuned model, which is a CORTEX_FINETUNED type, can be shared with other Snowflake accounts using secure data sharing.
  • D. The fine-tuning process occurs entirely within Snowflake's security and governance boundaries, ensuring the data never leaves the Snowflake environment.
  • E. The fine-tuned model is fully managed by the Snowflake Model Registry API, allowing programmatic management of its lifecycle.
Reveal Solution  Discussion  0

Correct Answer: A,C,D  🗳️

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Question #3


database role. Which of the following 'privileges directly related to the virtual warehouse or task execution' are required for the process invoices_task' to successfully execute the Document AI '!PREDICT' method? (Select ALL that apply.)

  • A.
  • B.
  • C.
  • D.
  • E.
Reveal Solution  Discussion  0

Correct Answer: A,C,D  🗳️

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Question #4

  • A.
  • B.
  • C.
  • D.
  • E.
Reveal Solution  Discussion  0

Correct Answer: E  🗳️

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Question #5


  • A. Option B
  • B. Option D
  • C. Option E
  • D. Option C
  • E. Option A
Reveal Solution  Discussion  0

Correct Answer: D,E  🗳️

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