Intelligence Behind Komilion
How Our Intelligent Routing Works
Transparent algorithms, research-backed decisions, and optimal model selection for every task
Multi-Factor Model Selection
Our routing algorithm analyzes multiple factors to select the optimal model
1
Task Classification
Analyze user request to determine task type: coding, analysis, creative, reasoning, or general
2
LLMArena Integration
Query real-time LLMArena rankings for task-specific performance data
Elo Ratings
Win Rates
Category Ranks
3
Multi-Dimensional Scoring
Calculate composite scores based on:
Task suitability (40%)
Arena performance (30%)
Cost efficiency (20%)
Response speed (10%)
4
Tier-Based Filtering
Filter candidates by user-selected tier (budget, popular, topTier) and apply cost constraints
5
Final Selection & Reasoning
Select highest-scoring model and generate transparent reasoning explaining the choice
Selection Formula
// Composite Score Calculation
score = (
task_suitability * 0.40 +
arena_rating * 0.30 +
cost_efficiency * 0.20 +
speed_score * 0.10
) * tier_multiplier
// Winner = max(score)
Experience Intelligent Routing
See our algorithms in action. Try the playground or integrate our API today.