•Cognitive training tools fall into two bins: video games and cognitive exercises.•Factors such as fun, motivation, and adaptivity often differ across approaches.•Expectancy and dose size can influence study effects during validation experiments.•Hybrid tools leveraging the strengths of each approach may guide this field forward.