Alljoined is best understood as a research-infrastructure company building open-source EEG-to-image foundation models, sitting in the same data-platform layer as Karavela AI and Nubrain but differentiated by its focus on visual decoding and multi-subject generalization. Its open-release strategy prioritizes ecosystem building over proprietary moat, making its near-term monetization path less clear than product-oriented BCI companies.