We develop a Kubo–Ando theory on order intervals of completely positive maps. Using Arveson’s Radon–Nikodym theorem as a structural tool, we define relative Kubo–Ando means for completely positive maps dominated by a common ambient map . The special choice yields an intrinsic mean of two completely positive maps. We prove that these means are independent of the chosen Stinespring representation and satisfy the expected order-theoretic properties, including monotonicity, transformer inequalities, Jensen-type inequalities, data processing, and monotonicity with respect to the ambient map. For the geometric mean, we obtain a block-positivity characterization and show that the intrinsic geometric mean vanishes exactly when the two maps have no nonzero common completely positive submap. Finally, we compare the construction with existing finite-dimensional and form-theoretic approaches: for maps between matrix algebras it agrees with the Choi-matrix mean, and in the geometric case it agrees with Okayasu’s Pusz–Woronowicz mean on their common domain.

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