Here, we develop an NN-based model to explore the soot formation mechanism with ab initio accuracy. The NN-based model is first trained and validated against the DFT database with wide-ranging precursors involved in the soot formation process. Molecular dynamics simulations are performed to reveal the soot inception mechanism of PAH radicals using a nanoreactor scheme. The products are analyzed to understand the effects of different radicals on soot structures.