A few parts per billion, about one gram of helium-3 per 150 tons of regolith. For comparison, economical gold mining on Earth typically requires a deposit of at least 500 ppb or so. And there are no 3He "deposits" on the moon; it's all fairly uniformly distributed across the 38 million square kilometers of lunar surface!