Update app.py

app.py

@@ -257,19 +257,19 @@ def claim_generator(input_bill_path):
     
     return output['final_output']
 
-agentic_workflow_representation = 'The workflow used to generate an expense claim document is represented below: \n <img src="https://cdn-uploads.huggingface.co/production/uploads/64118e60756b9e455c7eddd6/iqdGjUG7POKJXLItzWb-K.png">'
+agentic_workflow_representation = 'The agentic workflow used to generate an expense claim document is represented below: \n <img src="https://cdn-uploads.huggingface.co/production/uploads/64118e60756b9e455c7eddd6/iqdGjUG7POKJXLItzWb-K.png">'
 agentic_workflow_description = """
 This demo represents a multi-agent collaborative workflow that generates an expense claim document based on a submitted bill.
-The key steps in this workflow once the user uploads a bill are: 
-1. Extracting text from an image of the bill.
-2. Categorizing items in the bill to: alcoholic drinks, non-alcoholic drinks and food.
-3. Retrieving relevant sections from the company reimbursement policy and removing items that are non reimbursable.
-4. Computing the total amount that can be reimbursed (along with taxes).
-5. Preparing a claim document in the company format.
+Once a user uploads a bill to the interface, the following steps are executed: 
+1. Extract text from an image of the bill.
+2. Categorize items in the bill to: alcoholic drinks, non-alcoholic drinks and food.
+3. Based on the categories, retrieve relevant sections from the company reimbursement policy; remove items that are non reimbursable.
+4. Compute the total amount that can be reimbursed (along with taxes).
+5. Prepare a claim document in the company format (as a markdown document).
 
 Each step in this workflow are executed by function-calling agents. 
 For example, the text extractor is an API-calling agent that calls uses the Open AI APIs to extract text from the bill.
-Similarly, the verifier is a search agent that extracts relevant portions of the company policy based on the categories identified. 
+Similarly, the verifier is a search agent that extracts relevant portions of the company policy based on the nature of the bill. 
 """
 
 demo = gr.Interface(