Exam Name: SnowPro® Specialty: Gen AI Certification Exam
Certification Provider: Snowflake
Corresponding Certification: Snowflake Certification
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Instant Download Snowflake : GES-C01 Questions & Answers as PDF & Test Engine
Updated: Sep 23, 2026
No. of Questions: 351 Questions & Answers with Testing Engine
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Stuck on a difficult topic at midnight? The PassTestking team behind its GES-C01 collection is reachable when problems arise. Pair that with 351 practice questions carrying verified answers, and preparation for the Snowflake SnowPro® Specialty: Gen AI Certification exam stops being a solo struggle.
Snowflake GES-C01 Exam Overview:
| Certification Vendor: | Snowflake |
|---|---|
| Exam Name: | SnowPro® Specialty: Gen AI Certification Exam |
| Exam Number: | GES-C01 |
| Related Certifications: | SnowPro Core SnowPro Associate: Platform |
| Real Exam Qty: | 55 |
| Exam Format: | Multiple-select, Interactive scenario-based, Multiple-choice |
| Available Languages: | English |
| Exam Duration: | 85 minutes |
| Certificate Validity Period: | 2 years |
| Exam Price: | $225 USD |
| Passing Score: | 750 (scaled 0–1000) |
| Recommended Training: | Snowflake Gen AI Training Official Study Guide |
| Exam Registration: | Pearson VUE Registration |
| Sample Questions: | Snowflake GES-C01 Sample Questions |
| Exam Way: | Online proctored (OnVUE) or onsite at Pearson VUE test centers |
| Pre Condition: | Active SnowPro Core or SnowPro Associate: Platform certification; 1+ year Gen AI experience with Snowflake; proficiency in SQL, Python and data engineering concepts |
| Official Syllabus URL: | https://learn.snowflake.com/en/certifications/snowpro-GenAI/ |
Snowflake GES-C01 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Snowflake Gen AI & LLM Functions | 40% | - API integration and authentication - Model deployment with Snowpark Container Services and Model Registry - Cortex LLM functions: COMPLETE, CLASSIFY_TEXT, EXTRACT_ANSWER, SENTIMENT, SUMMARIZE, TRANSLATE - Embedding functions: EMBED_TEXT_*, vector storage and similarity search - RAG implementation in Snowflake |
| Snowflake Gen AI Governance | 22% | - Cost management and token-based pricing - Guardrails, safety controls, and bias mitigation - Monitoring, logging, and observability - AI governance framework and policies - Audit and compliance for AI workloads |
| Snowflake for Gen AI Overview | 26% | - Role-based access control (RBAC) for AI resources - Cortex AI components: Cortex Search, Cortex Analyst, Cortex LLMs - Snowflake Gen AI principles and best practices - Snowflake Copilot and AI assistant capabilities |
| Snowflake Document AI | 12% | - Performance optimization and troubleshooting - Document preparation and processing - Document AI setup and configuration - Data extraction and structured output |
GES-C01 Exam Questions — Answered
Three full versions of the 351 practice questions for the Snowflake SnowPro® Specialty: Gen AI Certification exam, all in one moderately priced package: a printable, expert-prepared PDF with instant download; a Desktop Test Engine for Windows that simulates the real exam with two practice modes and works offline; and an Online Test Engine for any browser on Windows, Mac, Android, and iOS with test history and performance review. You also receive a free demo, 365 days of free updates, a 50% renewal discount afterward, and unlimited computer installations.
The passing score for the Snowflake SnowPro® Specialty: Gen AI Certification exam is 750 (scaled 0–1000), and registration runs $225 USD. Retakes mean paying again, so it pays to check your readiness first — the PassTestking engines show your level honestly before you book.
Snowflake recommends these training resources for the Snowflake SnowPro® Specialty: Gen AI Certification exam:
Combine the official training with the 351 practice questions from PassTestking — the questions reveal how well the training actually settled.
The Snowflake SnowPro® Specialty: Gen AI Certification exam gives you 85 minutes to answer 55. Time management is part of the test — rehearse with the timed mode in the PassTestking Desktop Test Engine until pacing becomes automatic.
Yes, under written conditions. Take the Snowflake SnowPro® Specialty: Gen AI Certification exam within 60 days of purchase, and if you do not pass, PassTestking refunds you in full. The policy does not apply if the exam is taken within 3 days of purchase, if the exam was never actually taken, or to free materials or expired orders, and the candidate name must match the payer name. Submit a scan of your enrollment slip and the official Score Report PDF within 2 days of the exam; claims are processed within 7 days. Alternatively, exchange for two free exam products of equal value while keeping your original update service. Orders are delivered by email within 1 minute — if nothing arrives within 2 hours, contact support.
The GES-C01 exam is an official Snowflake certification exam covering the Snowflake SnowPro® Specialty: Gen AI Certification syllabus detailed above. It counts toward these credentials: SnowPro Core, SnowPro Associate: Platform. As the certification grows more important in its field, the exam stays demanding — which is exactly why structured practice matters. PassTestking prepares you with 351 practice questions in PDF, Desktop Test Engine, and Online Test Engine formats.
Online proctored (OnVUE) or onsite at Pearson VUE test centers Sign up for the Snowflake SnowPro® Specialty: Gen AI Certification exam through these official channels:
Booked? Your PassTestking practice questions arrive by email within 1 minute, so the countdown to exam day can start immediately.
Active SnowPro Core or SnowPro Associate: Platform certification; 1+ year Gen AI experience with Snowflake; proficiency in SQL, Python and data engineering concepts Since policies evolve, confirm the current requirements on the official Snowflake exam page before scheduling.
The official Snowflake SnowPro® Specialty: Gen AI Certification outline defines 4 content domains. The three heaviest are Snowflake for Gen AI Overview (26%), Snowflake Gen AI & LLM Functions (40%), and Snowflake Document AI (12%). The full list is in the topics section above, and the 351 practice questions at PassTestking cover each domain.
Snowflake SnowPro® Specialty: Gen AI Certification Sample Questions:
A data engineering team is building a Retrieval Augmented Generation (RAG) pipeline that heavily relies on 'SNOWFLAKE.CORTEX.EMBED_TEXT 768' to process millions of documents daily. They need to optimize for both cost and retrieval quality. Which of the following statements are true regarding the cost and performance of 'EMBED_TEXT 768' in Snowflake? (Select all that apply)
- A. The 'EMBED TEXT 768' function, regardless of the 768-dimension model used, has a fixed cost of 1.50 Credits per one million Tokens processed.
- B. The 'snowflake-arctic-embed-m-vl .5 model, used by 'EMBED TEXT 768', has a context window of 512 tokens, and texts exceeding this length are truncated before embedding.
- C. To minimize costs for ' EMBED_TEXT 768 operations, it is recommended to execute queries using a smaller virtual warehouse (no larger than MEDIUM), as larger warehouses do not improve performance for these functions.
- D. The 'EMBED_TEXT 768' function is billed based on the number of 'output tokens' generated by the embedding model, as this represents the computational complexity of the vector.
- E. For optimal retrieval quality in RAG scenarios, text should be split into chunks of no more than 512 tokens before being passed to 'EMBED TEXT 768', even if the model supports a larger context window.
Correct Answer: B,C,E 🗳️
Explanation: Only visible for PassTestking members. You can sign-up / login (it's free).
An organization enforces strict LLM access control. The has configured 'CORTEX MODELS_ALLOWLIST ='mistral-large2" and executed 'CALL SNOWFLAKE.MODELS.CORTEX BASE MODELS REFRESH()'. A developer, whose role DEV ROLE has been granted 'SNOWFLAKE.CORTEX USER' and 'SNOWFLAKE."CORTEX-MODEL-ROLE-CLAUDE-3-5- SONNET"' , attempts to make a REST API call to 'api/v2/cortex/inference:complete' using 'claude-3-5-sonnet' as the model name in the request body. Which of the following statements are true regarding this scenario?
- A. Option E
- B. Option D
- C. Option A
- D. Option B
- E. Option C
Correct Answer: D,E 🗳️
Explanation: Only visible for PassTestking members. You can sign-up / login (it's free).
A Snowflake administrator needs to implement a granular access control strategy for LLMs. The general policy is to restrict access to a select few models via an account-level allowlist. However, a specific data science team (using role 'DATA SCIENCE TEAM ROLE) requires access to the 'claude-3-5-sonnet' model, which should not be available to other users or globally via the allowlist. Given this scenario, which set of commands would correctly establish this access control while adhering to the specified requirements?
- A.
- B.
- C.
- D.
- E.
Correct Answer: D 🗳️
Explanation: Only visible for PassTestking members. You can sign-up / login (it's free).
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.
Correct Answer: B,C,E 🗳️
Explanation: Only visible for PassTestking members. You can sign-up / login (it's free).
A data application developer is tasked with building a multi-turn conversational AI application using Streamlit in Snowflake (SiS) that leverages the COMPLETE (SNOWFLAKE. CORTEX) LLM function. To ensure the conversation flows naturally and the LLM maintains context from previous interactions, which of the following is the most appropriate method for handling and passing the conversation history?
- A. Option E
- B. Option D
- C. Option A
- D. Option B
- E. Option C
Correct Answer: E 🗳️
Explanation: Only visible for PassTestking members. You can sign-up / login (it's free).
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