Spaces:
Build error
Build error
Create app.py
Browse files
app.py
ADDED
|
@@ -0,0 +1,55 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import streamlit as st
|
| 2 |
+
from langchain.chat_models import ChatOpenAI
|
| 3 |
+
from langchain.prompts import PromptTemplate
|
| 4 |
+
from langchain.chains import LLMChain
|
| 5 |
+
import os
|
| 6 |
+
|
| 7 |
+
# Set your OpenAI key
|
| 8 |
+
openai_api_key = os.getenv("OPENAI_API_KEY")
|
| 9 |
+
os.environ["OPENAI_API_KEY"] = openai_api_key
|
| 10 |
+
|
| 11 |
+
# Prompt template for comparison
|
| 12 |
+
prompt_template = PromptTemplate(
|
| 13 |
+
input_variables=["product1", "product2"],
|
| 14 |
+
template="""
|
| 15 |
+
Compare the following two products/services:
|
| 16 |
+
|
| 17 |
+
Product 1: {product1}
|
| 18 |
+
Product 2: {product2}
|
| 19 |
+
|
| 20 |
+
Please provide the following:
|
| 21 |
+
1. A feature-by-feature comparison.
|
| 22 |
+
2. A SWOT (Strengths, Weaknesses, Opportunities, Threats) analysis for each.
|
| 23 |
+
3. A comparative summary highlighting key differentiators.
|
| 24 |
+
"""
|
| 25 |
+
)
|
| 26 |
+
|
| 27 |
+
# Initialize LLM and chain
|
| 28 |
+
llm = ChatOpenAI(temperature=0, model="gpt-4")
|
| 29 |
+
comparison_chain = LLMChain(llm=llm, prompt=prompt_template)
|
| 30 |
+
|
| 31 |
+
# Streamlit UI
|
| 32 |
+
st.set_page_config(page_title="Competitive Analysis Tool", layout="wide")
|
| 33 |
+
st.title("π Competitive Analysis Tool")
|
| 34 |
+
|
| 35 |
+
st.markdown("Compare two products or services and get a full SWOT analysis and feature comparison.")
|
| 36 |
+
|
| 37 |
+
# Input fields
|
| 38 |
+
product1 = st.text_area("π Enter details of Product/Service 1", height=200)
|
| 39 |
+
product2 = st.text_area("π Enter details of Product/Service 2", height=200)
|
| 40 |
+
|
| 41 |
+
# Button
|
| 42 |
+
if st.button("Compare"):
|
| 43 |
+
if product1.strip() and product2.strip():
|
| 44 |
+
with st.spinner("Generating analysis..."):
|
| 45 |
+
result = comparison_chain.run(product1=product1, product2=product2)
|
| 46 |
+
|
| 47 |
+
# Display result in separate sections
|
| 48 |
+
st.subheader("π Feature Comparison & SWOT Analysis")
|
| 49 |
+
st.markdown(result)
|
| 50 |
+
else:
|
| 51 |
+
st.warning("Please enter details for both products/services.")
|
| 52 |
+
|
| 53 |
+
# Footer
|
| 54 |
+
st.markdown("---")
|
| 55 |
+
st.caption("Powered by OpenAI + Langchain + Streamlit")
|