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docs/PRODUCTION_READINESS.md

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+# FinEE Production Readiness Report
+
+## Current Status vs Production Target
+
+| Aspect | Current Status | Target | Gap |
+|--------|---------------|--------|-----|
+| **Training Data** | 137,267 samples | 50,000+ | ✅ **EXCEEDED** |
+| **Bank Coverage** | 8 banks | 15+ banks | ⚠️ Need 7 more |
+| **Document Types** | Email, SMS | Email, PDF, SMS, Images | ⚠️ PDF/Image parsers added |
+| **Evaluation** | F1=56.8% (regex) | F1 > 95% | ❌ LLM fine-tuning needed |
+| **Deployment** | Mac (MLX) | Cloud + Mobile + Edge | ⚠️ Export scripts ready |
+| **Users** | 0 external | 10+ active | ❌ Beta testing needed |
+
+## Benchmark Results
+
+### Regex Extractor (Baseline)
+
+| Field | Accuracy | Status |
+|-------|----------|--------|
+| Amount | 85.8% | ✅ Good |
+| Type | 65.0% | ⚠️ Needs improvement |
+| Bank | 100% | ✅ Excellent |
+| Merchant | 28.3% | ❌ LLM needed |
+| Category | 15.8% | ❌ LLM needed |
+| **Overall** | **56.8%** | ❌ Below target |
+
+### Expected with LLM Fine-tuning
+
+| Field | With LLM | Target |
+|-------|----------|--------|
+| Amount | ~98% | 99% |
+| Type | ~97% | 98% |
+| Bank | 100% | 100% |
+| Merchant | ~92% | 95% |
+| Category | ~88% | 90% |
+| **Overall** | **~95%** | 95% |
+
+## Priority Actions
+
+### High Priority (This Week)
+
+1. **Fine-tune LLM on 137K dataset**
+   - Use `scripts/finetune.py` with MLX or PyTorch
+   - Target: Phi-3 or Llama 3.1 8B
+   - Expected improvement: +40% F1
+
+2. **Add remaining banks**
+   - BOB, Canara, Union, IDBI, Federal, South Indian, Karur Vysya
+   - Update `scripts/data_pipeline/generate_synthetic.py`
+
+3. **Test PDF parsing**
+   - Collect sample bank statements
+   - Test with `src/finee/pdf_parser.py`
+
+### Medium Priority (This Month)
+
+4. **Export to ONNX**
+   - Run `scripts/export_model.py --format onnx`
+   - Test inference speed
+
+5. **Deploy to HF Inference**
+   - Push model to Hugging Face
+   - Enable Inference API
+
+6. **Get beta users**
+   - Share demo: https://huggingface.co/spaces/Ranjit0034/finee-demo
+   - Collect feedback
+
+### Low Priority (Next Month)
+
+7. **Mobile deployment (GGUF)**
+8. **Multi-turn agent**
+9. **Knowledge graph integration**
+
+## Files Added
+
+| File | Description |
+|------|-------------|
+| `src/finee/rag.py` | RAG engine with 50+ merchants |
+| `src/finee/api.py` | FastAPI backend (8 endpoints) |
+| `src/finee/ui.py` | Gradio web interface |
+| `src/finee/pdf_parser.py` | PDF/Image parsing |
+| `scripts/benchmark.py` | Production benchmark suite |
+| `scripts/export_model.py` | ONNX/GGUF/CoreML export |
+| `tests/test_rag.py` | 33 comprehensive tests |
+
+## Commands
+
+```bash
+# Run benchmark
+python scripts/benchmark.py --test-file data/instruction/test.jsonl --max-samples 1000
+
+# Fine-tune LLM
+python scripts/finetune.py --backend mlx --model microsoft/phi-3-mini-4k-instruct
+
+# Export to ONNX
+python scripts/export_model.py models/finetuned --format onnx
+
+# Start API server
+python -m finee.api --port 8000
+
+# Launch Gradio UI
+python -m finee.ui --port 7860
+```
+
+## Links
+
+- **Demo**: https://huggingface.co/spaces/Ranjit0034/finee-demo
+- **Dataset**: https://huggingface.co/datasets/Ranjit0034/finee-dataset
+- **Model**: https://huggingface.co/Ranjit0034/finee-phi3-4b
+- **Code**: https://huggingface.co/Ranjit0034/finance-entity-extractor
+
+---
+
+*Last updated: 2026-01-14*