Bx Crispy Scale -

@app.post("/crispiness") def get_crispiness(request: BrixRequest): score = crispiness_from_brix(request.brix, request.produce_type) return {"crispiness_score": score, "scale": "0–10"} If you have real sensory data , replace the hardcoded mapping with a regression model :

model = LinearRegression() model.fit(X_train, y_train) bx crispy scale

class BrixRequest(BaseModel): brix: float produce_type: str = "apple" request.produce_type) return {"crispiness_score": score