Configure AI models, craft effective prompts, fine-tune for your domain, and optimize costs to build intelligent agents that deliver real business value.
The difference between a mediocre agent and a high-performing one often comes down to model selection, prompt engineering, and continuous optimization. Well-configured AI can:
10x Response Quality
Better prompts = more accurate, relevant outputs
60% Cost Reduction
Right model for right task = optimized spend
5x Faster Processing
Smaller models for simple tasks = lower latency
95%+ Accuracy
Fine-tuned models for domain expertise
┌─────────────────────────────────────────────────────────────┐ │ Your Application │ ├─────────────────────────────────────────────────────────────┤ │ │ │ ┌──────────────┐ ┌──────────────┐ ┌──────────────┐ │ │ │ Prompts │ │ Models │ │ Fine-tuning │ │ │ │ │ │ │ │ │ │ │ │ • System │ │ • GPT-4o │ │ • Domain │ │ │ │ • Templates │ │ • Claude │ │ • Task │ │ │ │ • Dynamic │ │ • Llama │ │ • Style │ │ │ └──────────────┘ └──────────────┘ └──────────────┘ │ │ │ │ ┌─────────────────────────────────────────────────────┐ │ │ │ Cost Optimization Layer │ │ │ │ • Model routing • Caching • Token management │ │ │ └─────────────────────────────────────────────────────┘ │ │ │ ├─────────────────────────────────────────────────────────────┤ │ AI Gateway (Vercel) │ └─────────────────────────────────────────────────────────────┘
| Model | Best For | Speed | Cost |
|---|---|---|---|
| GPT-4o | Complex reasoning, analysis | Medium | $$$ |
| GPT-4o-mini | General tasks, fast responses | Fast | $ |
| Claude 3.5 Sonnet | Long context, nuanced writing | Medium | $$ |
| Llama 3 70B | Cost-sensitive, high volume | Fast | $ |
Choose the right model for each agent type
Write effective system prompts and templates
Train on domain data for specialized tasks
Implement caching and routing strategies