{
  "slug": "willy-chavarria-2026-10-20t18-1",
  "company": "Willy Chavarria",
  "headline": "Agentic commerce optimized BFCM inventory and cut waste in real time.",
  "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-2026-10-20t18-1",
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      "label": "LinkedIn · Jenny",
      "body": "{Stash Edge — Pricing Play}\n◆ DIAMOND · AI-driven inventory orchestration during peak sales event · Willy Chavarria\n\nAgentic commerce optimized BFCM inventory and cut waste in real time.\n\nThis is the move nobody's talking about because it sounds technical. But it's not — it's just an AI that knows your cost, your margin floor, and your shelf life, then nudges price down 12 hours before something stales instead of markdown-blitzing it on day five. Willy Chavarria is taking the exact friction point that kills DTC brands at scale and automating it. If you're running a BFCM in the next 60 days and you have >100 SKUs, this is the upgrade that pays for itself in the first 48 hours.\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-2026-10-20t18-1\n→ Your Stash Room — your logo, live pricing, ships blind: https://pops4-stash-edge.billing-010.workers.dev/l/r/li/willy-chavarria-2026-10-20t18-1\n→ Proper imprints, done right at POPS4: https://pops4-stash-edge.billing-010.workers.dev/l/s/li/willy-chavarria-2026-10-20t18-1",
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      "alt_body": "{Stash Edge — Pricing Play}\n◆ DIAMOND · AI-driven inventory orchestration during peak sales event · Willy Chavarria\n\nAgentic commerce optimized BFCM inventory and cut waste in real time.\n\nThis is the move nobody's talking about because it sounds technical. But it's not — it's just an AI that knows your cost, your margin floor, and your shelf life, then nudges price down 12 hours before something stales instead of markdown-blitzing it on day five. Willy Chavarria is taking the exact friction point that kills DTC brands at scale and automating it. If you're running a BFCM in the next 60 days and you have >100 SKUs, this is the upgrade that pays for itself in the first 48 hours.\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-2026-10-20t18-1\n→ Your Stash Room — your logo, live pricing, ships blind: https://pops4-stash-edge.billing-010.workers.dev/l/r/lh/willy-chavarria-2026-10-20t18-1\n→ Proper imprints, done right at POPS4: https://pops4-stash-edge.billing-010.workers.dev/l/s/lh/willy-chavarria-2026-10-20t18-1",
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      "body": "{Stash Edge — Pricing Play}\n◆ DIAMOND · AI-driven inventory orchestration during peak sales event · Willy Chavarria\n\nAgentic commerce optimized BFCM inventory and cut waste in real time.\n\nMy Stash Take →\nhttps://pops4-stash-edge.billing-010.workers.dev/l/t/bs/willy-chavarria-2026-10-20t18-1",
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    "substack": {
      "label": "Substack · Fending",
      "title": "Agentic commerce optimized BFCM inventory and cut waste in real time.",
      "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 👇\nModern Retail documented how Willy Chavarria deployed agentic commerce to manage BFCM demand, adjusting pricing and allocation without manual intervention as orders flowed.\nHere's the cool part — the lever almost everyone misses (and you don't have to): stop managing inventory by category; let an agent watch SKU-level velocity and margin contribution, then auto-adjust price and channel allocation every 4 hours during your peak window. The markup stays; the overstocks vanish. Build a rule set once, run it for three days, and measure the delta in COGS reduction against a manual playbook. Most teams are still updating prices by email.\nWhat that means for you: This is the move nobody's talking about because it sounds technical. But it's not — it's just an AI that knows your cost, your margin floor, and your shelf life, then nudges price down 12 hours before something stales instead of markdown-blitzing it on day five. Willy Chavarria is taking the exact friction point that kills DTC brands at scale and automating it. If you're running a BFCM in the next 60 days and you have >100 SKUs, this is the upgrade that pays for itself in the first 48 hours.\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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