For a closed connected Riemannian manifold , the Gigli–Mantegazza construction pulls back the quadratic Wasserstein metric under the heat kernel embedding . The resulting family agrees with Ricci flow to first order in , but in general not to second order. We prove that where is quadratic in the full curvature tensor. The term also occurs in the second-order expansion of Ricci flow, so the discrepancy depends pointwise and quadratically on the curvature. In particular, at a Ricci-flat metric that is not flat, Ricci flow is stationary while is not. The Gromov–Hausdorff distance between the Gigli–Mantegazza and Ricci-flow metrics is , and round spheres show that this estimate is sharp.

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