AI Disclosure

Analysis, recommendations, and document drafts are produced with automated systems. AI output is advisory only: it never takes an irreversible action, and every dispute, letter, and negotiation requires your explicit approval. Each recommendation shows why it was made, how it will be executed, a confidence level, and the next step. Extraction confidence below threshold is flagged for human review.