Assessment of hypoxia, nutrients, metabolite gradients, and other hallmarks of the tumor microenvironment within 3D multicellular spheroid and organoid models represents a challenging analytical task. Here, we report red/near-infrared emitting cell staining O2-sensitive nanoparticles, which enable measurements of spheroid oxygenation on a conventional fluorescence microscope. Nanosensor probes, termed ‘MMIR’ (multi-modal infrared), incorporate a near-infrared O2-sensitive metalloporphyrin (PtTPTBPF) and a deep red aza-BODIPY reference dyes within a biocompatible polymer shell, allowing oxygen gradients quantificationviafluorescence ratio emission and phosphorescence lifetime readouts. We optimized staining techniques and evaluated nanosensor probe characteristics and cytotoxicity. Subsequently, we applied nanosensors to the live spheroid models based on HCT116, DPSCs, and SKOV3 cells, at rest and treated with drugs affecting cell respiration. We found that the growth medium viscosity, spheroids size, and formation method influenced spheroid oxygenation.Unexpectedly, some spheroids (produced from HCT116 and dental pulp stem cells) exhibited ‘inverted’ oxygenation gradients, with higher core oxygen levels than the periphery. This contrasted with the frequently encountered ‘direct’ gradient of hypoxia towards the core caused by diffusion. Further microscopy analysis of spheroids with an “inverted” gradient demonstrated metabolic stratification of cells within spheroids: thus, autofluorescence FLIM of NAD(P)H revealed the formation of glycolytic core, and localization of OxPhos-active cells at the periphery. Collectively, the presented methodology demonstrates strong potential for advanced microscopy studies targeting live and quantitative real-time monitoring of cell metabolism and hypoxia in complex 3D tissue models.Graphical abstract