Create and Manage Datasets from the Dashboard

1. Go to app.futureagi.com, then Dataset, then Add Dataset
2. Select Add datasets Manually
3. Fill in:
   • Dataset Name: rag-eval-dataset
   • No. of Rows: 3
   • No. of Columns: 4
4. Click Save

Click Add Column → Static Columns → Text. Add these four columns one at a time:

1. input
2. output
3. context
4. expected_answer

Click any cell and type to fill it in:

Row 1:

input	output	context	expected_answer
What is the return window for electronics?	Electronics can be returned within 30 days of purchase with a receipt.	Our return policy allows 30-day returns on all electronics with original receipt. Items must be in original packaging.	30 days with receipt and original packaging.

Row 2:

input	output	context	expected_answer
Do you offer international shipping?	Yes, we ship to over 50 countries. Delivery takes 7–14 business days.	International shipping is available to 50+ countries. Standard delivery is 7–14 business days. Express shipping is available for select destinations.	Yes, to 50+ countries, 7–14 business days standard.

Row 3:

input	output	context	expected_answer
How do I reset my account password?	Click “Forgot password” on the login page and follow the email link.	To reset your password, go to the login page and click “Forgot password”. You will receive an email with a reset link valid for 24 hours.	Use the “Forgot password” link on the login page; the reset link expires in 24 hours.

Save as rag-eval-rows.csv:

input,output,context,expected_answer
"What payment methods do you accept?","We accept Visa, Mastercard, PayPal, and bank transfers.","Accepted payment methods include Visa, Mastercard, American Express, PayPal, and direct bank transfer.","Visa, Mastercard, PayPal, and bank transfers."
"Can I cancel an order after placing it?","Orders can be cancelled within 2 hours of placement.","Orders are eligible for cancellation within 2 hours of being placed. After this window, the order enters processing and cannot be cancelled.","Yes, within 2 hours of placement."
"Is there a loyalty rewards program?","Yes, earn 1 point per dollar spent. Points expire after 12 months.","Our loyalty program awards 1 point per $1 spent. 100 points equals $1 in rewards. Points expire 12 months after being earned.","Yes, 1 point per dollar. 100 points = $1. Points expire after 12 months."

1. Click Add Row → Upload a file (JSONl/ JSON/ CSV)
2. Drop or browse for rag-eval-rows.csv
3. Click Done

1. Click Evaluate → Add Evaluations
2. Select groundedness
3. Map keys: output → output, context → context, input → input
4. Click Add & Run

Scores appear as a new column. For batch evaluation via the SDK, see Dataset SDK: Batch Evaluation.

Click the download icon in the dataset toolbar to export as CSV.

For SDK-based dataset management, see Dataset SDK: Batch Evaluation.