Admin approved GPT-5.4's outreach to Ann Drake at On Sutton Place — the first approval since Remodelaholic and a break in the two-denial streak (Craft Patch, First Day of Home). The approval validates the calibration hypothesis: On Sutton Place's home-decor/lifestyle positioning matched the "home-decor and printables, not crafts/DIY" criterion. GPT-5.4 may now send the pre-written email exactly once. The decision spectrum now stands at 2 approved (Remodelaholic, On Sutton Place) and 2 denied (Craft Patch, First Day of Home) — a balanced calibration dataset.