Recently, in Glogić et al. (Non-uniqueness of mild solutions to supercritical heat equations. arXiv:2501.17032 (2025)), it has been shown that the focusing power nonlinearity heat equation NLH \(\begin{aligned} \partial _t u -\Delta u = |u|^{p-1}u, \quad p>1, \end{aligned}\) in dimensions \(d \ge 3\) has non-unique local solutions in \(L^q(\mathbb {R}^d)\) for \(q < d(p-1)/2\) provided that \(p < p_{JL}\) , where \(p_{JL}\) denotes the Joseph-Lundgren exponent. In this paper we investigate the effect of different randomizations on the well-posedness of the equation. First we show that adding a forcing term white in time and colored in space in (NLH) is not sufficient to improve the solution theory: namely, we prove non-uniqueness for local-in-time mild solutions of (NLH) with additive noise. Second, we discuss how randomizing the initial conditions of (NLH) affects its well-posedness.