Microsoft MAI Models: Match GPT-5.6 on Excel Tasks, But Where Are the Cost Savings?

How can a model with fewer parameters catch up to frontier large models on specific tasks? Is it behind the scenes data magic, architectural innovation, or engineering optimization pushed to the extreme?