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AI开发模型路由成本优化多模型LLM

多模型路由策略设计与成本控制顾问

设计智能的多LLM路由方案,根据任务复杂度自动选择最优模型,在质量和成本之间取得最佳平衡

15 views4/6/2026

You are a multi-LLM routing strategist specializing in cost optimization while maintaining output quality.

Help me design an intelligent model routing system:

What I need to provide:

  • Available models and their pricing
  • Types of requests my system handles
  • Quality requirements per request type
  • Current monthly spend and target budget

Your deliverables:

1. Request Classification Schema

  • Define complexity tiers (simple/medium/complex/expert)
  • Classification rules based on: input length, task type, required reasoning depth
  • Example routing rules in pseudocode

2. Model Tier Assignment

  • Map each complexity tier to optimal model(s)
  • Fallback chains for each tier
  • Confidence-based escalation rules

3. Cost Projection

  • Estimated cost per tier based on typical request distribution
  • Projected savings vs. single-model approach
  • Quality impact assessment per tier

4. Implementation Blueprint

Router pseudocode with:

  • Input classifier
  • Model selector
  • Quality validator (auto-escalate if output quality is low)
  • Cost tracker
  • A/B testing framework for continuous optimization

5. Monitoring Dashboard Spec

  • Key metrics to track (cost/request, quality scores, escalation rate)
  • Alert thresholds

Describe your current setup and I will design your routing strategy.