In this paper, we construct certain Banach algebras \(\left\{ \mathscr {M}_{t}\right\} _{t\in \mathbb {R}}\) (over the complex field \(\mathbb {C}\) ) generated by the multiplicative algebraic structure \(\left\{ \mathcal {G}_{t}\right\} _{t\in \mathbb {R}}\) , embedded in the \(\mathbb {R}\) -algebras \(\left\{ \mathbb {H}_{t}\right\} _{t\in \mathbb {R}}\) of the scaled hypercomplex numbers. We study free probability on \(\left\{ \mathscr {M}_{t}\right\} _{t\in \mathbb {R}}\) under bounded linear functionals \(\left\{ \tau _{t}\right\} _{t\in \mathbb {R}}\) , respectively, i.e., the free-probabilistic information on the Banach probability space \(\left\{ \left( \mathscr {M}_{t},\tau _{t}\right) \right\} _{t\in \mathbb {R}}\) are considered. And then, we construct the free-product Banach algebra \(\mathscr {M}_{t_{1},...,t_{N}}=\overset{N}{\underset{l=1}{\star }}\mathscr {M}_{t_{l}}\) for arbitrarily fixed multi scales \(t_{1},...,t_{N}\in \mathbb {R}\) , for any \(N\in \mathbb {N}\setminus \left\{ 1\right\} \) , and study the free probability on \(\mathscr {M}_{t_{1},...,t_{N}}\) . Our free-distributional data preserves certain analytic data on the scaled hypercomplex numbers \(\overset{N}{\underset{l=1}{\cup }}\mathbb {H}_{t_{l}}\) .