The best conjoint analysis software in 2026 depends on whether you need trade-off scores or the reasoning behind them: Perspective AI ranks #1 for decision insight, Sawtooth Software ranks highest for raw statistical power, and Conjointly is the strongest self-serve conjoint survey software.