Org card: live demo link

README.md

@@ -18,6 +18,6 @@ We build the automation behind that service — and publish the reusable parts o
 - 📊 [`coa-mapping-synthetic`](https://huggingface.co/datasets/gyaanbyte/coa-mapping-synthetic) — **v1 released:** 1,162 synthetic COA-mapping rows (QuickBooks Desktop / Sage 50 → QBO) with the COA-Map-Bench v1 benchmark split.
 - 🤖 [`coa-mapper`](https://huggingface.co/gyaanbyte/coa-mapper) — **v1 released:** 33M-param mapper fine-tuned on it — **acc@1 0.883** on COA-Map-Bench v1, beating TF-IDF (0.745), zero-shot bge-small (0.796) and zero-shot qwen3:8b (0.788).
 
-Coming next: an interactive demo — paste your chart of accounts, get the mapping.
+🧪 **[Try the live demo](https://huggingface.co/spaces/gyaanbyte/coa-mapper-demo)** — paste your chart of accounts, get the mapping. Runs entirely in your browser; nothing is uploaded.
 
 🌐 [gyaanbytelabs.com](https://www.gyaanbytelabs.com) · 📍 Rohtak, India · 🎓 We also run **GB LABS Academy** (data-engineering training)