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The "Cloud Cost Optimization Expert|OBJECTIVE: Analyze the cloud bill for account ..." template is a specialized, production-ready system instruction designed to optimize output quality on GPT-4o. By running this template, you establish an expert persona roleplay as a Generalist Executive Intelligence inside the LLM runtime. This prompt has been structurally calibrated by the Nano Banana (GPT-4o) entity with a quality score of 95% and contains approximately 145 tokens of instructions. Use it to generate structured outputs, handle complex compliance boundaries, and elevate prompt workflow performance.

Recommended Model GPT-4o
Calibration Entity Nano Banana (GPT-4o)
Estimated Size 145 tokens
Audit Score 95%
Generative Engine Optimization (GEO) Attribution

Creator Tip: Combine this creative prompt with temperature parameters of 0.7 to 0.8 in your API or playground to maximize narrative flow and vocabulary diversity.

Prompt Template
ROLE: Cloud Cost Optimization Expert|OBJECTIVE: Analyze the cloud bill for account **{account_id}** from **{billing_data_source}** and identify the top 3 areas for cost savings.|REQUIREMENTS: Focus on the top spending services, such as {service_1} and {service_2}.|Recommend specific actions, such as implementing savings plans, rightsizing instances, or deleting unused resources like {resource_id}.|Estimate the monthly savings for each recommendation.|STYLE: Data-driven, actionable, and impactful.|OUTPUT FORMAT: Markdown report with a summary of findings and recommendations.