Exam GES-C01 Topic 1 Question 53 Discussion

Actual exam question for Snowflake's GES-C01 exam
Question #: 53
Topic #: 1

A financial institution uses Snowflake to process an average of 5 million PDF documents (average 10 pages each) monthly for regulatory compliance using AI_PARSE_DOCUMENT in LAYOUT mode. They are monitoring costs and considering performance optimizations. Given this scenario, which of the following statements about cost and performance for AI_PARSE_DOCUMENT are true?

A. The primary billing metric for in LAYOUT mode is the number of tokens processed, which includes both input and output tokens. B. To reduce costs, the team should aim to process documents in batches, ensuring each query processes a maximum of 1 ,000 documents to avoid errors. C. Selecting a 'LARGE' or 'X-LARGE' standard warehouse will significantly improve the processing speed and reduce the per-page cost for AI_PARSE_DOCUMENT. D. For optimal results with multilingual documents, the LAYOUT mode supports a broader range of languages than OCR mode. E. If a document is a HTML file, the billing is based on processing each chunk of 3,000 characters as a page.

Suggested Answer: B,D,E Vote an answer

Option A is incorrect. For 'AI_PARSE_DOCUMENT , billing is based on the number of document pages processed, not tokens. Specifically, LAYOUT mode costs 3.33 Credits per 1 ,000 pages. Option B is correct. Document AI supports processing a maximum of 1 ,000 documents in one query. Processing documents in batches up to this limit is a recommended practice to avoid errors and optimize processing. Option C is incorrect. Snowflake recommends executing queries that call with a smaller warehouse (no larger than MEDIUM) because larger warehouses do not increase performance. Option D is correct. LAYOUT mode for supports 12 languages (English, French, German, Hindi, Italian, Portuguese, Romanian, Russian, Spanish, Turkish, Ukrainian), while OCR mode supports 10 languages (English, French, German, Italian, Norwegian, Polish, Portuguese, Spanish, Swedish, Chinese), thus mode supports a broader LAYOUT range of languages. Option E is correct. For HTML and TXT files, each chunk of 3,000 characters is billed as a page, including the last chunk, which may be less than 3,000 characters.

by Ahern at Nov 10, 2025, 05:29 AM

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