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Restocked: the buying agent for independent shops. Paste a supplier's brand list; get stock, consider or skip for your crowd, with reasons from Qloo's taste data. Qloo Agentic Hackathon 2026.
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查看完整 README ↗The buying agent for independent shops. Paste a supplier's brand list, tell Restocked where your shop is and what your customers already love, and every brand comes back sorted into stock, consider or skip, with the evidence behind each call.
Live app · One-click demo · Sample shops · Pricing · MCP endpoint
Open /app/demo. No sign-up. It loads a real drop for a Denver gift shop, recorded from Qloo's API.
| Criterion | Where to see it |
|---|---|
| Technological implementation | Seven Qloo capabilities used together: search, insights by taste, insights by city, explainability, demographics, audience compare and similar brands. Taste and place are asked as separate questions and combined by position (lib/grade.js). A paced, allow-listed Qloo client (lib/qloo.js). An MCP server with 5 tools. 66 tests. |
| Design | A full workspace: set up the shop → paste a line sheet → watch the agent run → drop table → your calls → order draft → share link or CSV. Light and dark themes; works on phones. |
| Potential impact | 585,925 US retailers with fewer than 20 staff, selling $915B a year, commit cash to stock months ahead on instinct. The cost of inventory is their #2 problem out of 75 (NFIB). |
| Quality of the idea | Qloo on the supply side of retail: deciding what a shop buys, not what to recommend to a shopper. Checked against real stockist lists, three real shops and an LLM alone, with every result published (below). |
| "Would it work without Qloo?" | No. One supplier list sorted for four shops: a bestseller list gives all four the same answer; with Qloo, 21 of 23 brands get a different call depending on the crowd. |
Independent shops place orders months ahead, usually on instinct and a sales rep's word. Sales history can't help with a brand they have never carried, and a bestseller list knows nothing about their customers. A wrong buy becomes dead stock and tied-up cash.
| 585,925 | US retail businesses with fewer than 20 employees, selling $915B a year (US Census SUSB 2022) |
| 3.2M | retail businesses across the EU with fewer than 20 employees (Eurostat 2024) |
| #2 of 75 | cost of supplies and inventory, among small-business problems (NFIB 2024) |
| +19% | year-on-year growth in wholesale buying by independents (Faire, Q2 2025 → Q2 2026) |
The cost of buying wrong: retailers lose $1.73T a year to inventory distortion, $572B of it overstock (IHL Group 2025, via Board), while the median small retailer holds just 19 days of cash in reserve (JPMorgan Chase Institute).
| Tailwind | |
|---|---|
| 65% of UK retail is independent; independents are over half of retail locations in every US state | Faire, Jul 2026 |
| 605 new US independent bookstores opened in 2025; ABA membership up 151% in six years | ABA, May 2026 |
| $1T of US retail revenue could come through AI agents by 2030 | McKinsey via Digital Commerce 360 |
| 600M+ entities and 30T+ connections in Qloo's taste graph | Qloo |
以上为 README 的开头部分。其余内容请阅读原文。 查看完整 README ↗