Compare commits
2 Commits
823c05f78d
...
659ca4ff15
| Author | SHA1 | Date | |
|---|---|---|---|
| 659ca4ff15 | |||
| d8315f13ac |
@@ -88,3 +88,9 @@ class DBReceipt(Base):
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extraction_success = Column(String, nullable=True)
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error_message = Column(String, nullable=True)
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receipt_currency = Column(String, nullable=True)
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receipt_location = Column(String, nullable=True)
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calculated_tax = Column(Float, nullable=True)
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is_depreciable = Column(String, nullable=True) # Store as string "True"/"False"
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cca_rate = Column(Float, nullable=True)
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useful_life = Column(Integer, nullable=True)
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residual_value = Column(Float, nullable=True)
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+31
-9
@@ -15,6 +15,7 @@ from database import (
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from fastapi import FastAPI, File, Form, HTTPException, UploadFile
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from fastapi.middleware.cors import CORSMiddleware
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from schemas import (
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DocumentProcessRequest,
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DocumentProcessResponse,
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DocumentUploadResponse,
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MatchingResponse,
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@@ -364,26 +365,33 @@ async def upload_multiple_documents(
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@app.post(
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"/process/{file_id}",
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"/process",
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response_model=DocumentProcessResponse,
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tags=["Document Processing"],
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)
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async def process_document(file_id: str, db: db_dependency):
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async def process_document(request: DocumentProcessRequest, db: db_dependency):
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"""
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Process a previously uploaded document to extract receipt information.
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This endpoint uses AI to extract structured data from receipt images,
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including vendor, amount, date, and category information.
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Optionally accepts user_location to guide tax calculations and depreciation
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based on the user's location (format: "State/Province, Country" e.g., "Ontario, Canada").
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"""
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try:
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# Get file info from database
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db_uploaded_file = get_uploaded_file_from_db(db, file_id)
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db_uploaded_file = get_uploaded_file_from_db(db, request.file_id)
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if not db_uploaded_file:
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raise HTTPException(status_code=404, detail=f"File {file_id} not found")
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raise HTTPException(
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status_code=404, detail=f"File {request.file_id} not found"
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)
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# Process the file using the stored file path
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receipt_data = await document_processor.process_file(
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db_uploaded_file.file_path, db_uploaded_file.file_type
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db_uploaded_file.file_path,
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db_uploaded_file.file_type,
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user_location=request.user_location,
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)
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# Parse date for database storage
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@@ -398,8 +406,8 @@ async def process_document(file_id: str, db: db_dependency):
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# Create database receipt object
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db_receipt = DBReceipt(
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receipt_id=f"receipt_{file_id}",
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file_id=file_id,
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receipt_id=f"receipt_{request.file_id}",
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file_id=request.file_id,
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amount=receipt_data.get("total_amount", 0.0),
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date=receipt_date,
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vendor=receipt_data.get("vendor", ""),
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@@ -410,6 +418,14 @@ async def process_document(file_id: str, db: db_dependency):
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extraction_success=str(receipt_data.get("extraction_success", False)),
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error_message=receipt_data.get("error"),
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receipt_currency=receipt_data.get("currency"),
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receipt_location=receipt_data.get("location"),
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calculated_tax=receipt_data.get("calculated_tax"),
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is_depreciable=str(receipt_data.get("is_depreciable"))
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if receipt_data.get("is_depreciable") is not None
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else None,
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cca_rate=receipt_data.get("cca_rate"),
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useful_life=receipt_data.get("useful_life"),
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residual_value=receipt_data.get("residual_value"),
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)
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# Add to database
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@@ -417,7 +433,7 @@ async def process_document(file_id: str, db: db_dependency):
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db.commit()
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return DocumentProcessResponse(
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file_id=file_id,
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file_id=request.file_id,
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receipt_id=db_receipt.receipt_id,
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extraction_success=receipt_data.get("extraction_success", False),
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vendor=receipt_data.get("vendor", ""),
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@@ -429,10 +445,16 @@ async def process_document(file_id: str, db: db_dependency):
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confidence=receipt_data.get("confidence", 0.0),
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error=receipt_data.get("error", None),
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receipt_currency=receipt_data.get("currency"),
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receipt_location=receipt_data.get("location"),
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calculated_tax=receipt_data.get("calculated_tax"),
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is_depreciable=receipt_data.get("is_depreciable"),
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cca_rate=receipt_data.get("cca_rate"),
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useful_life=receipt_data.get("useful_life"),
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residual_value=receipt_data.get("residual_value"),
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)
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except Exception as e:
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logger.error(f"Error processing document {file_id}: {str(e)}")
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logger.error(f"Error processing document {request.file_id}: {str(e)}")
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raise HTTPException(status_code=500, detail=str(e))
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@@ -160,6 +160,13 @@ class DocumentUploadResponse(BaseModel):
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status: str
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class DocumentProcessRequest(BaseModel):
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file_id: str
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user_location: Optional[str] = (
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None # Format: "State/Province, Country" (e.g., "Ontario, Canada")
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)
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class DocumentProcessResponse(BaseModel):
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file_id: str
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receipt_id: str
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@@ -173,6 +180,20 @@ class DocumentProcessResponse(BaseModel):
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confidence: Optional[float] = None
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error: Optional[str] = None
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receipt_currency: Optional[str] = "CAD"
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receipt_location: Optional[str] = (
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None # Location from receipt (e.g., "Ontario, Canada" or "California, USA")
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)
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calculated_tax: Optional[float] = None # Calculated sales tax if not clearly shown
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is_depreciable: Optional[bool] = None # Whether item is a depreciable asset
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cca_rate: Optional[float] = (
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None # CCA rate for tax depreciation (e.g., 0.30 for 30%)
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)
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useful_life: Optional[int] = (
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None # Useful life in years for straight-line depreciation
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)
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residual_value: Optional[float] = (
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None # Residual value for straight-line depreciation
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)
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# New tax-related models
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@@ -7,7 +7,6 @@ from typing import Any, Dict
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import aiofiles
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import groq
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import PyPDF2
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from config import settings
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logger = logging.getLogger(__name__)
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@@ -18,28 +17,55 @@ class DocumentProcessor:
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self.client = groq.Groq(api_key=settings.GROQ_API_KEY)
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self.model = "meta-llama/llama-4-scout-17b-16e-instruct" # Vision model
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async def process_file(self, file_path: str, file_type: str) -> Dict[str, Any]:
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"""Process uploaded file and extract receipt data"""
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async def process_file(
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self, file_path: str, file_type: str, user_location: str = None
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) -> Dict[str, Any]:
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"""Process uploaded file and extract receipt data
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Args:
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file_path: Path to the file to process
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file_type: Type of file (jpg, pdf, etc.)
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user_location: User's location string in format "State/Province, Country" (e.g., "Ontario, Canada")
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"""
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try:
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if file_type.lower() in ["jpg", "jpeg", "png", "gif", "bmp"]:
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return await self._process_image(file_path)
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return await self._process_image(file_path, user_location)
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elif file_type.lower() == "pdf":
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return await self._process_pdf(file_path)
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return await self._process_pdf(file_path, user_location)
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else:
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raise ValueError(f"Unsupported file type: {file_type}")
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except Exception as e:
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return {"error": str(e)}
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async def _process_image(self, image_path: str) -> Dict[str, Any]:
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"""Extract data from image using Groq vision"""
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async def _process_image(
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self, image_path: str, user_location: str = None
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) -> Dict[str, Any]:
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"""Extract data from image using Groq vision
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Args:
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image_path: Path to the image file
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user_location: User's location string in format "State/Province, Country" (e.g., "Ontario, Canada")
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"""
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try:
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# Encode image to base64
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base64_image = self._encode_image(image_path)
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# Build user location context
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user_location_context = ""
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if user_location:
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user_location_context = f"""
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USER LOCATION CONTEXT:
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The user is located in {user_location}.
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- If the receipt location is MISSING or UNCLEAR, use the user's location ({user_location}) for tax calculations.
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- If the receipt clearly shows a different location, use the receipt's location instead.
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- Apply depreciation rules based on the user's location.
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"""
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# Create Groq vision prompt
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prompt = """
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prompt = f"""
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Analyze this receipt image and extract the following information in JSON format:
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{
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{{
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"vendor": "Store/company name",
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"description": "Detailed description of items/services purchased",
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"total_amount": 0.00,
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@@ -47,18 +73,55 @@ class DocumentProcessor:
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"date": "YYYY-MM-DD",
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"category": "Food/Transport/Office/Other",
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"confidence": 0.95,
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"currency": "USD"
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}
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"currency": "USD",
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"location": "Province/State, Country",
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"calculated_tax": 0.00,
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"is_depreciable": false,
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"cca_rate": null,
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"useful_life": null,
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"residual_value": null
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}}
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Rules:
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- Extract vendor name as it appears on receipt
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- Extract description of items/services purchased (e.g., "Coffee and sandwich", "Gasoline", "Office supplies")
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- Total amount should be the final total including tax
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- Tax amount is separate tax line if available
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- Tax amount is separate tax line if available (if not clearly shown, calculate based on location)
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- Date should be the date on the receipt
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- Categorize based on vendor type (Starbucks=Food, Shell=Transport, etc.)
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- Confidence score 0-1 based on how clear the receipt is
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- Currency should be the currency used on the receipt (e.g., "USD", "EUR")
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- Currency should be the currency used on the receipt (e.g., "USD", "EUR", "CAD")
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{user_location_context}
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LOCATION & TAX RULES:
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- Extract location from receipt (look for store address, province/state, country)
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- Format location as "Province/State, Country" (e.g., "Ontario, Canada" or "California, USA")
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- If location not shown on receipt, return null for location (system will use user location as fallback)
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- If tax_amount is NOT clearly shown on receipt, calculate it based on location:
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* Ontario, Canada: 13% HST
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* Quebec, Canada: 9.975% QST + 5% GST = 14.975% total
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* British Columbia, Canada: 12% (5% GST + 7% PST)
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* Alberta, Canada: 5% GST
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* California, USA: ~7.25% (varies by locality)
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* New York, USA: ~8.875% (varies by locality)
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* Texas, USA: 6.25%
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* For other locations, estimate based on typical rates
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- Store calculated tax in "calculated_tax" field (set to null if tax clearly shown)
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- If tax is clearly shown on receipt, use that value for tax_amount and set calculated_tax to null
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DEPRECIATION RULES:
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- Determine if item is a depreciable asset (vehicles, machinery, equipment, computers, furniture, buildings)
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- Set is_depreciable to true only for capital assets, false for consumables/services
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- If is_depreciable is true, provide:
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* cca_rate: CCA rate as decimal (e.g., 0.30 for 30%, 0.20 for 20%, 0.04 for 4%)
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- Class 10 (Vehicles): 30%
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- Class 8 (Furniture, equipment): 20%
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- Class 50 (Computers, software): 55%
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- Class 1 (Buildings): 4%
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- Class 10.1 (Passenger vehicles >$30k): 30%
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* useful_life: Expected years of use (e.g., 5 for computers, 8 for vehicles, 10 for furniture)
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* residual_value: Estimated value at end of life (typically 10% of purchase price for equipment, 20% for vehicles)
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- If is_depreciable is false, set cca_rate, useful_life, and residual_value to null
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Return only valid JSON.
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"""
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@@ -80,7 +143,7 @@ class DocumentProcessor:
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}
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],
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model=self.model,
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max_tokens=500,
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max_tokens=800,
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temperature=0.1,
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)
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@@ -96,12 +159,19 @@ class DocumentProcessor:
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with open(image_path, "rb") as image_file:
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return base64.b64encode(image_file.read()).decode("utf-8")
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async def _process_pdf(self, pdf_path: str) -> Dict[str, Any]:
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"""Extract data from PDF by converting to image first"""
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async def _process_pdf(
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self, pdf_path: str, user_location: str = None
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) -> Dict[str, Any]:
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"""Extract data from PDF by converting to image first
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Args:
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pdf_path: Path to the PDF file
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user_location: User's location string in format "State/Province, Country" (e.g., "Ontario, Canada")
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"""
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try:
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# For now, extract text from PDF and process as text
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text_content = self._extract_text_from_pdf(pdf_path)
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return self._process_text_content(text_content)
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return self._process_text_content(text_content, user_location)
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except Exception as e:
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return {"error": f"PDF processing error: {str(e)}"}
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@@ -118,9 +188,28 @@ class DocumentProcessor:
|
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except Exception:
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return ""
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def _process_text_content(self, text_content: str) -> Dict[str, Any]:
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"""Process text content using Groq (fallback for PDFs)"""
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def _process_text_content(
|
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self, text_content: str, user_location: str = None
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) -> Dict[str, Any]:
|
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"""Process text content using Groq (fallback for PDFs)
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|
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Args:
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text_content: Extracted text from PDF
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user_location: User's location string in format "State/Province, Country" (e.g., "Ontario, Canada")
|
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"""
|
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try:
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# Build user location context
|
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user_location_context = ""
|
||||
if user_location:
|
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user_location_context = f"""
|
||||
|
||||
USER LOCATION CONTEXT:
|
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The user is located in {user_location}.
|
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- If the receipt location is MISSING or UNCLEAR, use the user's location ({user_location}) for tax calculations.
|
||||
- If the receipt clearly shows a different location, use the receipt's location instead.
|
||||
- Apply depreciation rules based on the user's location.
|
||||
"""
|
||||
|
||||
prompt = f"""
|
||||
Analyze this receipt text and extract the following information in JSON format:
|
||||
|
||||
@@ -136,18 +225,55 @@ class DocumentProcessor:
|
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"date": "YYYY-MM-DD",
|
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"category": "Food/Transport/Office/Other",
|
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"confidence": 0.95,
|
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"currency": "USD"
|
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"currency": "USD",
|
||||
"location": "Province/State, Country",
|
||||
"calculated_tax": 0.00,
|
||||
"is_depreciable": false,
|
||||
"cca_rate": null,
|
||||
"useful_life": null,
|
||||
"residual_value": null
|
||||
}}
|
||||
|
||||
Rules:
|
||||
- Extract vendor name as it appears on receipt
|
||||
- Extract description of items/services purchased (e.g., "Coffee and sandwich", "Gasoline", "Office supplies")
|
||||
- Total amount should be the final total including tax
|
||||
- Tax amount is separate tax line if available
|
||||
- Tax amount is separate tax line if available (if not clearly shown, calculate based on location)
|
||||
- Date should be the date on the receipt
|
||||
- Categorize based on vendor type
|
||||
- Confidence score 0-1 based on clarity
|
||||
- Currency should be the currency used on the receipt (e.g., "USD", "EUR")
|
||||
- Currency should be the currency used on the receipt (e.g., "USD", "EUR", "CAD")
|
||||
{user_location_context}
|
||||
LOCATION & TAX RULES:
|
||||
- Extract location from receipt (look for store address, province/state, country)
|
||||
- Format location as "Province/State, Country" (e.g., "Ontario, Canada" or "California, USA")
|
||||
- If location not shown on receipt, return null for location (system will use user location as fallback)
|
||||
|
||||
- If tax_amount is NOT clearly shown on receipt, calculate it based on location:
|
||||
* Ontario, Canada: 13% HST
|
||||
* Quebec, Canada: 9.975% QST + 5% GST = 14.975% total
|
||||
* British Columbia, Canada: 12% (5% GST + 7% PST)
|
||||
* Alberta, Canada: 5% GST
|
||||
* California, USA: ~7.25% (varies by locality)
|
||||
* New York, USA: ~8.875% (varies by locality)
|
||||
* Texas, USA: 6.25%
|
||||
* For other locations, estimate based on typical rates
|
||||
- Store calculated tax in "calculated_tax" field (set to null if tax clearly shown)
|
||||
- If tax is clearly shown on receipt, use that value for tax_amount and set calculated_tax to null
|
||||
|
||||
DEPRECIATION RULES:
|
||||
- Determine if item is a depreciable asset (vehicles, machinery, equipment, computers, furniture, buildings)
|
||||
- Set is_depreciable to true only for capital assets, false for consumables/services
|
||||
- If is_depreciable is true, provide:
|
||||
* cca_rate: CCA rate as decimal (e.g., 0.30 for 30%, 0.20 for 20%, 0.04 for 4%)
|
||||
- Class 10 (Vehicles): 30%
|
||||
- Class 8 (Furniture, equipment): 20%
|
||||
- Class 50 (Computers, software): 55%
|
||||
- Class 1 (Buildings): 4%
|
||||
- Class 10.1 (Passenger vehicles >$30k): 30%
|
||||
* useful_life: Expected years of use (e.g., 5 for computers, 8 for vehicles, 10 for furniture)
|
||||
* residual_value: Estimated value at end of life (typically 10% of purchase price for equipment, 20% for vehicles)
|
||||
- If is_depreciable is false, set cca_rate, useful_life, and residual_value to null
|
||||
|
||||
Return only valid JSON.
|
||||
"""
|
||||
@@ -155,7 +281,7 @@ class DocumentProcessor:
|
||||
response = self.client.chat.completions.create(
|
||||
model=self.model,
|
||||
messages=[{"role": "user", "content": prompt}],
|
||||
max_tokens=500,
|
||||
max_tokens=800,
|
||||
temperature=0.1,
|
||||
)
|
||||
|
||||
@@ -207,8 +333,22 @@ class DocumentProcessor:
|
||||
confidence_match = re.search(
|
||||
r'"confidence"\s*:\s*([0-9.]+)', json_str
|
||||
)
|
||||
currency_match = re.search(
|
||||
r'"currency"\s*:\s*"([^"]*)"', json_str
|
||||
currency_match = re.search(r'"currency"\s*:\s*"([^"]*)"', json_str)
|
||||
location_match = re.search(r'"location"\s*:\s*"([^"]*)"', json_str)
|
||||
calculated_tax_match = re.search(
|
||||
r'"calculated_tax"\s*:\s*([0-9.]+|null)', json_str
|
||||
)
|
||||
is_depreciable_match = re.search(
|
||||
r'"is_depreciable"\s*:\s*(true|false)', json_str
|
||||
)
|
||||
cca_rate_match = re.search(
|
||||
r'"cca_rate"\s*:\s*([0-9.]+|null)', json_str
|
||||
)
|
||||
useful_life_match = re.search(
|
||||
r'"useful_life"\s*:\s*([0-9]+|null)', json_str
|
||||
)
|
||||
residual_value_match = re.search(
|
||||
r'"residual_value"\s*:\s*([0-9.]+|null)', json_str
|
||||
)
|
||||
|
||||
data = {
|
||||
@@ -229,7 +369,27 @@ class DocumentProcessor:
|
||||
"confidence": float(confidence_match.group(1))
|
||||
if confidence_match
|
||||
else 0.5,
|
||||
"currency": currency_match.group(1) if currency_match else "CAD"
|
||||
"currency": currency_match.group(1)
|
||||
if currency_match
|
||||
else "CAD",
|
||||
"location": location_match.group(1) if location_match else None,
|
||||
"calculated_tax": float(calculated_tax_match.group(1))
|
||||
if calculated_tax_match
|
||||
and calculated_tax_match.group(1) != "null"
|
||||
else None,
|
||||
"is_depreciable": is_depreciable_match.group(1) == "true"
|
||||
if is_depreciable_match
|
||||
else None,
|
||||
"cca_rate": float(cca_rate_match.group(1))
|
||||
if cca_rate_match and cca_rate_match.group(1) != "null"
|
||||
else None,
|
||||
"useful_life": int(useful_life_match.group(1))
|
||||
if useful_life_match and useful_life_match.group(1) != "null"
|
||||
else None,
|
||||
"residual_value": float(residual_value_match.group(1))
|
||||
if residual_value_match
|
||||
and residual_value_match.group(1) != "null"
|
||||
else None,
|
||||
}
|
||||
|
||||
# Validate and clean data
|
||||
@@ -243,6 +403,12 @@ class DocumentProcessor:
|
||||
"confidence": float(data.get("confidence", 0.5)),
|
||||
"extraction_success": True,
|
||||
"currency": data.get("currency", "CAD").strip(),
|
||||
"location": data.get("location"),
|
||||
"calculated_tax": data.get("calculated_tax"),
|
||||
"is_depreciable": data.get("is_depreciable"),
|
||||
"cca_rate": data.get("cca_rate"),
|
||||
"useful_life": data.get("useful_life"),
|
||||
"residual_value": data.get("residual_value"),
|
||||
}
|
||||
else:
|
||||
# Try to extract fields from plain text
|
||||
@@ -312,6 +478,12 @@ class DocumentProcessor:
|
||||
"category": "Other",
|
||||
"confidence": 0.3, # Low confidence for text extraction
|
||||
"extraction_success": True,
|
||||
"location": None,
|
||||
"calculated_tax": None,
|
||||
"is_depreciable": None,
|
||||
"cca_rate": None,
|
||||
"useful_life": None,
|
||||
"residual_value": None,
|
||||
}
|
||||
|
||||
except Exception as e:
|
||||
@@ -325,6 +497,12 @@ class DocumentProcessor:
|
||||
"confidence": 0.1,
|
||||
"extraction_success": False,
|
||||
"error": f"Text extraction failed: {str(e)}",
|
||||
"location": None,
|
||||
"calculated_tax": None,
|
||||
"is_depreciable": None,
|
||||
"cca_rate": None,
|
||||
"useful_life": None,
|
||||
"residual_value": None,
|
||||
}
|
||||
|
||||
async def save_uploaded_file(self, file_content: bytes, filename: str) -> str:
|
||||
|
||||
+1
-11
@@ -44,17 +44,7 @@ If the location is missing, apply the user’s location sales tax by default.
|
||||
**FX (Foreign Exchange):** If the receipt is in a different currency, flag the FX difference for manual review but don’t fetch exchange rates.
|
||||
|
||||
|
||||
### Tax Rules:
|
||||
Four Rules for Tax and Depreciation Handling
|
||||
### 1. **Sales Tax Rule**
|
||||
**Purpose**: To calculate and apply the correct sales tax based on the shipping and billing addresses.
|
||||
- **When Billing and Shipping Address are the Same**: Apply the sales tax rate based on the billing address.
|
||||
- **When Billing and Shipping Address are Different**: Apply the sales tax rate based on the shipping address.
|
||||
|
||||
**Example**:
|
||||
1. If the billing and shipping address are in Ontario, the system will apply the 13% HST tax rate based on Ontario's tax rate.
|
||||
2. If the billing address is in Ontario but the shipping address is in Quebec, the system will apply the 14.975% QST tax rate based on the shipping address.
|
||||
|
||||
|
||||
### 2. **Foreign Exchange (FX) Rule**
|
||||
**Purpose**: To handle discrepancies when transactions and receipts are in different currencies (e.g., USD vs. CAD).
|
||||
- **Action**: Identify the currency mismatch, but do not automatically fetch the exchange rate. Flag the FX difference for manual review, allowing the user to approve or adjust the balance.
|
||||
|
||||
Reference in New Issue
Block a user