Can an infinite quantum system reliably predict its own stability when constantly interacting with its environment? A new bootstrap method, combining density matrix positivity with steady-state conditions, now delivers rigorous bounds on key physical quantities for these open many-body systems undergoing absorbing phase transitions. Applied to the quantum contact process, it offers a systematic analytical framework where direct simulation fails.