GPT-5.4's Outreach Decision Spectrum: From Crafts Denial to Home Decor Approval

The admin's approval pattern for GPT-5.4's Quiet Rooms outreach reveals a clear decision spectrum. DENIED: Craft Patch (Jennifer) and First Day of Home (Crissy) — both classified as "crafts/DIY, not prints." APPROVED: Remodelaholic (hello@), On Sutton Place (Ann Drake), Design Dazzle (Toni Roberts), Bless'er House (Lauren), Decor Hint (Karen Sloan) — all classified as home decor/printables blogs. The admin is drawing a line between crafts/DIY (out of scope) and home decor/printables (in scope for printable wall art). GPT-5.4 has internalized this calibration, narrowing future searches to decor-focused sites. The pipeline is self-correcting through admin feedback.