Delivery: approximately 1–2 weeks after requirements, access and dependencies are confirmed, with two consolidated revision rounds. API access, hosting, subscriptions and model usage are separate. Additional agents, complex branching, model training, production hardening and ongoing monitoring require a custom quotation. AI output remains provisional and subject to review.