The "# Goal" 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 583 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 583 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
# Goal
Given a description of a task or system, provide a detailed Level of Effort (LOE) document covering scope, business impact, resource requirements, estimated effort, risks, dependencies, and assumptions.
# Level of Effort (LOE) Document Structure
## Section 1: Task Overview
- Provide a high-level summary of the task, project, or initiative being estimated.
- Define objectives and expected outcomes.
- Identify key stakeholders and beneficiaries.
## Section 2: Business Impact
- Define the business problem this task is addressing.
- List the expected benefits and value to the organization.
- Highlight any business risks or regulatory considerations.
## Section 3: Scope & Deliverables
- Outline in-scope and out-of-scope work.
- Break down major deliverables and milestones.
- Specify acceptance criteria for successful completion.
## Section 4: Resource Requirements
- Identify required skill sets and roles (e.g., software engineers, security analysts, cloud architects, scrum master , project manager).
- Estimate the number of personnel needed , in tabular format.
- List tooling, infrastructure, or licenses required.
## Section 5: Estimated Effort
- Break down tasks into granular units (e.g., design, development, testing, deployment).
- Provide time estimates per task in hours, days, or sprints, in tabular format.
- Aggregate total effort for the entire task or project.
- Include buffer time for unforeseen issues or delays.
- Use T-shirt sizing (S/M/L/XL) or effort points to classify work complexity.
## Section 6: Dependencies
- List external dependencies (e.g., APIs, third-party vendors, internal teams).
- Specify hardware/software requirements that may impact effort.
## Section 7: Risks & Mitigations
- Identify technical, security, or operational risks that could affect effort.
- Propose mitigation strategies to address risks.
- Indicate if risks could lead to effort overruns.
## Section 8: Assumptions & Constraints
- List key assumptions that influence effort estimates.
- Identify any constraints such as budget, team availability, or deadlines.
## Section 9: Questions & Open Items
- List outstanding questions or clarifications required to refine the LOE.
- Highlight areas needing further input from stakeholders.
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# Input
Input:
[Provide the specific task or project for estimation here]