Help & Support

Comprehensive guides for using Insurgent Ink

Model Selection

Choose the right AI models for your translation needs, balancing quality, speed, and cost.

Model Selection Overview

Each AI provider offers multiple models with different capabilities, performance characteristics, and pricing. You can select a specific model for each API key, or use the provider's default model.

✨ New Feature

Insurgent Ink now supports per-API-key model selection, allowing you to customise your translation experience based on specific use cases and requirements.

Available Models by Provider

OpenAI Models

GPT-4o

RECOMMENDED
Quality
Speed
Cost$$

Latest and most capable model. Best overall balance of quality, speed, and features.

GPT-4o-mini

FAST & CHEAP
Quality
Speed
Cost$

Faster and more affordable version. Great for high-volume translations.

GPT-4-turbo

QualityVery High
SpeedMedium
Cost$$$

Previous generation flagship model. Still excellent for complex translations.

GPT-3.5-turbo

QualityGood
SpeedVery Fast
Cost$

Budget option. Suitable for simple translations and high-volume work.

Anthropic Models

Claude-3-5-Sonnet

LATEST
Quality
Speed
Cost$$

Latest and most sophisticated Claude model. Exceptional for nuanced and creative translations.

Claude-3-Haiku

FAST & EFFICIENT
Quality
Speed
Cost$

Fastest and most cost-effective Claude model. Perfect for bulk translations and real-time processing.

Claude-3-Sonnet

QualityVery High
SpeedMedium
Cost$$

Previous generation model. Still excellent balance of performance and cost.

Claude-3-Opus

QualityExceptional
SpeedSlower
Cost$$$

Most capable Claude model for complex reasoning and analysis. Premium option for critical translations.

Other Providers

DeepL

SPECIALIST
SpecialityEuropean Languages
QualityExceptional
SpeedVery Fast

Single dedicated translation model. Industry leader for supported language pairs.

Perplexity

RESEARCH
ModelsMultiple Available
FeatureWeb Search
Best ForCurrent Events

Multiple models with real-time web search. Great for contextual and up-to-date translations.

OpenRouter

AGGREGATOR
Models50+ Options
FeatureModel Diversity
PricingVariable

Access to dozens of models from different providers. Choose optimal model per task.

How to Select Models

1

Choose During API Key Setup

When adding a new API key, select your preferred model from the dropdown.

Leave empty to use the provider's default model

2

Model Shows in Translation

Your selected model will be displayed when choosing a provider for translation.

3

Switch Models Anytime

Update your model selection by editing your API key configuration.

Tip: You can have multiple API keys for the same provider with different models to easily switch between quality/speed/cost preferences.

Choosing the Right Model

Budget Conscious

OpenAI: GPT-4o-mini or GPT-3.5-turbo
Anthropic: Claude-3-Haiku
DeepL: Standard pricing (excellent value)

Quality Priority

OpenAI: GPT-4o or GPT-4-turbo
Anthropic: Claude-3-Sonnet
DeepL: For European languages

Speed Priority

OpenAI: GPT-4o-mini
Anthropic: Claude-3-Haiku
DeepL: Fastest processing

Performance & Cost Considerations

Understanding the tradeoffs between different models helps you optimize for your specific needs:

💰 Cost Optimization

Most Affordable:GPT-4o-mini, Claude-3-Haiku
Best Value:GPT-4o, Claude-3-5-Sonnet
Premium:Claude-3-Opus, GPT-4-turbo

Costs vary by provider and may change. Check current pricing on provider websites.

⚡ Speed Comparison

Fastest:DeepL, Claude-3-Haiku, GPT-4o-mini
Balanced:GPT-4o, Claude-3-5-Sonnet
Thorough:Claude-3-Opus, GPT-4-turbo

Speed can vary based on content complexity and current API load.

Smart Model Selection Strategy

Use different models for different types of content to optimize quality and cost:

📄 Content Type Matching

  • Legal/Medical: GPT-4o, Claude-3-5-Sonnet for accuracy
  • Marketing: Claude models for creative flair
  • Technical docs: GPT-4o for precision
  • Bulk content: GPT-4o-mini, Claude-3-Haiku for efficiency
  • European languages: DeepL for specialized quality

🎯 Multi-Key Strategy

  • Development key: Fast, cheap model for testing
  • Production key: High-quality model for final work
  • Bulk key: Cost-effective model for volume work
  • Premium key: Best model for critical content
  • Backup key: Alternative provider for reliability

Custom and Self-Hosted Models

When using custom API endpoints, you can specify any model name that your API supports. This is perfect for organizations with specialized models or self-hosted solutions.

Self-Hosted Examples

  • llama-2-70b-chat - Ollama deployment
  • mistral-7b-instruct - Mistral AI models
  • codellama-13b - Code-specialized models
  • local-translator-v2 - Custom fine-tuned models

Enterprise Models

  • company-legal-translator - Domain-specific
  • azure-gpt-4-deployment - Cloud hosted
  • custom-multilingual-v3 - Internal development
  • compliance-translator - Regulated industries

💡 Custom Model Tips

  • • Test thoroughly with your specific use case before production
  • • Monitor performance and adjust timeout settings as needed
  • • Consider fallback options for reliability
  • • Document model capabilities and limitations for your team