Research shows multi-agent systems can outperform single agents but may consume up to 15× more tokens. That delivers better results at higher cost, with added coordination and debugging complexity. n8n's blog post explains these trade-offs and provides a step-by-step n8n example to show when multi-agent architectures are worthwhile.