product-documentation-efficiency-gains

name	product-documentation-efficiency-gains
description	Sub-skill of product-documentation: Efficiency Gains (+3).
version	1.0.0
category	business
type	reference
scripts_exempt	true

Efficiency Gains (+3)

Efficiency Gains

• [Feature]: [%] reduction in time ([before] → [after])
• [Feature]: [%] reduction in [metric] ([before] → [after])

Business Impact

• Cost Savings: $[amount] annually ([breakdown])
• Revenue Protection: $[amount] in [area]
• Risk Reduction: [%] accuracy improvement

Adoption Success

• Time to First Value: [timeframe]
• Full System Adoption: [timeframe]
• User Satisfaction: [measurable outcome]

## Tech-Stack.md pyproject.toml Template

```toml
[project]
name = "project-name"
version = "1.0.0"
description = "Brief description"
requires-python = ">=3.11"
dependencies = [
    # Data Processing
    "pandas>=2.0.0",
    "numpy>=1.24.0",

    # Visualization (Interactive Only)
    "plotly>=5.14.0",
    "kaleido>=0.2.1",

    # CLI Development
    "click>=8.1.0",
]

[project.optional-dependencies]
dev = [
    "pytest>=7.4.0",
    "pytest-cov>=4.1.0",
    "ruff>=0.1.0",
]

[project.scripts]
module-name = "package.module:main"