Thread uses large language models fine-tuned on Australian commercial and employment law to surface risks and obligations in contracts within seconds. The team, which includes former lawyers from Corrs Chambers Westgarty, is based in Melbourne's Stone & Chalk precinct and has piloted with 12 mid-market professional services firms. No manual annotation required—the system learns from user feedback.