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title: README
emoji: 📒
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colorTo: blue
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GyaanByte Labs
Accounting data-migration automation — reconciled to $0 variance.
We migrate US small businesses between accounting systems — QuickBooks Desktop → QuickBooks Online, Sage 50 / Sage Intacct → QBO, plus NetSuite, Dynamics, and Zoho data workstreams. 6+ production migrations, 200,000+ records, every one reconciled to zero variance.
We build the automation behind that service — and publish the reusable parts openly, starting with the first chart-of-accounts mapping resources on the Hub:
- 📊
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— 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).
🧪 Try the live demo — paste your chart of accounts, get the mapping. Runs entirely in your browser; nothing is uploaded.
🌐 gyaanbytelabs.com · 📍 Rohtak, India · 🎓 We also run GB LABS Academy (data-engineering training)