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Governance

  • 0.1 Documented Policy
  • 0.2 Essential Tracking and Ads

AI

  • 8.1 Model Selection
  • 8.2 Context Management & Token Usage
  • 8.3 FM (Foundational Model)-as-a-Service & Shared Infrastructure
  • 8.4 Prompt Efficiency
  • 8.5 Cache and Reuse
  • 8.6 Loop & Iteration Management

UX / Design

  • 1.2 Rich Content
  • 1.3 Use of Images
  • 1.4 Awareness
  • 1.5 Data Transfer and Emissions
  • 1.6 Carbon Aware Design
  • 1.7 Colour Scheme
  • 1.8 User Retention

Images

  • 2.1 File Formats
  • 2.2 Image Optimisation
  • 2.3 Image Resolution
  • 2.4 Browser Cropping

Video

  • 3.1 Autoplay
  • 3.2 Script Loading
  • 3.3 Streaming Resolution

Content

  • 4.1 Content Audit
  • 4.2 Digital First
  • 4.3 Easy Access
  • 4.4 Descriptive Headings

Fonts

  • 5.1 Font Variations
  • 5.2 File Formats
  • 5.3 Clean Files
  • 5.4 System Fonts

Web Development

  • 6.1 Lazy Loading Images
  • 6.2 Responsive Design
  • 6.3 Modular Design
  • 6.4 Minification
  • 6.5 Templates
  • 6.6 Asset Loading
  • 6.7 Analytics
  • 6.8 Data Minimisation
  • 6.9 Stylesheet
  • 6.10 Text Compression
  • 6.11 Carbon Aware Development
  • 6.12 API Efficiency

Development Operations

  • 7.1 Bad Robots
  • 7.2 Dev Environments
  • 7.3 Dataset
  • 7.4 Site Architecture
  • 7.5 Caching
  • 7.6 Pipeline Code
  • 7.7 Dependency Patching
  • 7.8 Green Hosting

8.1 Model Selection

Match the model to the task, don’t default to the largest frontier model for everything.

Easy to implement

8 High impact score

Introduction:

A model many times larger than necessary burns proportionally more energy on every single inference call, whether it’s summarising one sentence or drafting a full report. Reserve frontier-scale models for tasks that genuinely need their reasoning depth, and route simpler jobs, classification, extraction, formatting, routing, lookups: to smaller, cheaper, faster models, or to a non-LLM approach entirely where one already does the job (see 8.6‘s companion principle: not every task needs AI at all). This is the same right-sizing discipline as infrastructure (7.4), applied to model choice rather than compute allocation.

Resources:

Green Software Foundation — Green AI patterns

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