A large-scale analysis of 569,581 TikTok comments found that opioid-related discussions may help track and forecast synthetic opioid overdose mortality in the US. Recovery, harm reduction, drug use, drug sourcing, and loss-related conversations provided near-real-time signals that improved 6-month forecasting accuracy.