The National Killam Program is transforming research funding by replacing biased, metric-heavy traditional peer review processes with a holistic evaluation model that includes societal impact of research and inclusivity. By decoupling expert narratives and other important factors from rigid quantitative scores, this approach uncovers diverse excellence and effectively mitigates systemic biases against women and underrepresented groups.