To maximize your bid at a machine shop auction, research listings beforehand and inspect equipment for quality. Set a firm budget and bid strategically to avoid overpaying. Utilize online bidding for flexibility and network with auction staff for insights. Act quickly on purchases and arrange transportation in advance to secure the best deals efficiently.