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"
```