{
  "slug": "willy-chavarria-2026-10-25t00-2",
  "company": "Willy Chavarria",
  "headline": "Agentic AI helped optimize BFCM inventory and pricing across sales windows, per Modern Retail.",
  "topic": "{Stash Edge — Pricing Play}",
  "source_name": "Modern Retail",
  "source_url": "https://news.google.com/rss/articles/CBMisAFBVV95cUxOSjhKSXhvSm1yeXIwX3EyMVUtRFV2M25RVkZGYm4tUjUxZFhEZjBIWVhaSU45R0o5NnpGWlU0MmxMRGVsZFpCOVo4cl9JNXJnZkFmXzBpRmRocUYtWWpTNmtkS3AtV0x6X1lIQW1VVUwzblNVMldVaDZxMVNpbFIzR25JOUVBcE1pSlJGT21LeXhCUUVaRHd4MTlNV0tBV2JkTjJIMDY4eDlYaFluelVOTw?oc=5",
  "landing": "https://pops4-stash-edge.billing-010.workers.dev/articles/willy-chavarria-2026-10-25t00-2",
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    "linkedin": {
      "label": "LinkedIn · Jenny",
      "body": "{Stash Edge — Pricing Play}\n◆ PLATINUM · AI-driven dynamic pricing and inventory · Willy Chavarria\n\nAgentic AI helped optimize BFCM inventory and pricing across sales windows, per Modern Retail.\n\nWilly Chavarria is a luxury menswear brand—not exactly Amazon—so the fact that they're using agentic AI to run BFCM tells you the tools have crossed the threshold from enterprise-only to accessible. The real play for a smaller brand is to stop doing the guesswork. Your margins are too thin and your inventory too tight to leave pricing on the table because you set it in October for November.\n\nMy Stash Take on what it means for the rest of us →\nhttps://pops4-stash-edge.billing-010.workers.dev/l/t/li/willy-chavarria-2026-10-25t00-2\n→ Your Stash Room — your logo, live pricing, ships blind: https://pops4-stash-edge.billing-010.workers.dev/l/r/li/willy-chavarria-2026-10-25t00-2\n→ Proper imprints, done right at POPS4: https://pops4-stash-edge.billing-010.workers.dev/l/s/li/willy-chavarria-2026-10-25t00-2",
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      "alt_body": "{Stash Edge — Pricing Play}\n◆ PLATINUM · AI-driven dynamic pricing and inventory · Willy Chavarria\n\nAgentic AI helped optimize BFCM inventory and pricing across sales windows, per Modern Retail.\n\nWilly Chavarria is a luxury menswear brand—not exactly Amazon—so the fact that they're using agentic AI to run BFCM tells you the tools have crossed the threshold from enterprise-only to accessible. The real play for a smaller brand is to stop doing the guesswork. Your margins are too thin and your inventory too tight to leave pricing on the table because you set it in October for November.\n\nMy Stash Take on what it means for the rest of us →\nhttps://pops4-stash-edge.billing-010.workers.dev/l/t/lh/willy-chavarria-2026-10-25t00-2\n→ Your Stash Room — your logo, live pricing, ships blind: https://pops4-stash-edge.billing-010.workers.dev/l/r/lh/willy-chavarria-2026-10-25t00-2\n→ Proper imprints, done right at POPS4: https://pops4-stash-edge.billing-010.workers.dev/l/s/lh/willy-chavarria-2026-10-25t00-2",
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      "body": "{Stash Edge — Pricing Play}\n◆ PLATINUM · AI-driven dynamic pricing and inventory · Willy Chavarria\n\nAgentic AI helped optimize BFCM inventory and pricing across sales windows, per Modern Retail.\n\nMy Stash Take →\nhttps://pops4-stash-edge.billing-010.workers.dev/l/t/bs/willy-chavarria-2026-10-25t00-2",
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    "substack": {
      "label": "Substack · Fending",
      "title": "Agentic AI helped optimize BFCM inventory and pricing across sales windows, per Modern Retail.",
      "body": "✍️ YOUR NOTE — write 2–3 lines to ONE person so they feel: \"this is about me… I could actually do this… I could make money from this.\" Energize them, make it yours. (This is the part that gets the opens.)\n[ your take… ]\n———\nHere is a real one you can run this week 👇\nWilly Chavarria used agentic commerce—autonomous AI systems that adjust pricing and stock in real time—to run BFCM without manual intervention, per Modern Retail.\nHere's the cool part — the lever almost everyone misses (and you don't have to): don't guess your BFCM discount ladder ahead of time. Plug your inventory, your cost floor, and your competitor-watch feed into an agentic pricing engine and let it move price in 4-hour windows based on sell-through velocity. Most brands lock discount 30 days out; the move is to let the system re-optimize every quarter-day. The result is higher AOV and lower clearance markdowns.\nWhat that means for you: Willy Chavarria is a luxury menswear brand—not exactly Amazon—so the fact that they're using agentic AI to run BFCM tells you the tools have crossed the threshold from enterprise-only to accessible. The real play for a smaller brand is to stop doing the guesswork. Your margins are too thin and your inventory too tight to leave pricing on the table because you set it in October for November.\nIf you make, sell, or gift anything with your name on it — this is yours to run. You can do this.\n(Real, not theory — Modern Retail: https://news.google.com/rss/articles/CBMisAFBVV95cUxOSjhKSXhvSm1yeXIwX3EyMVUtRFV2M25RVkZGYm4tUjUxZFhEZjBIWVhaSU45R0o5NnpGWlU0MmxMRGVsZFpCOVo4cl9JNXJnZkFmXzBpRmRocUYtWWpTNmtkS3AtV0x6X1lIQW1VVUwzblNVMldVaDZxMVNpbFIzR25JOUVBcE1pSlJGT21LeXhCUUVaRHd4MTlNV0tBV2JkTjJIMDY4eDlYaFluelVOTw?oc=5.)\n———\nOr — want it built FOR you? Your logo, your products, your own private room, priced and ready, in about five minutes. That's literally what we do →\nhttps://www.pops4.com/vip?utm_source=substack&utm_medium=newsletter&utm_campaign=stash",
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}