Hi everyone. I am part of team LogicGlue. Part of what I do is testing and validating LogicGlue. I thought you would like to see a sample of what I look at. Please note, Frogg Industries is a fictitious company.
Overview
I’ve spent my day running LogicGlue against live Xero data to see how it handles a common finance query:
“What’s the net profit for last month?” The aim was to test:
Test Case: “What’s the net profit for last month?”


Thoughts on accuracy:

Overview
I’ve spent my day running LogicGlue against live Xero data to see how it handles a common finance query:
“What’s the net profit for last month?” The aim was to test:
- Accuracy: Does it pull the correct numbers from Xero reports?
- Speed: How quickly does it respond?
- Usability: Is the interaction intuitive for non-tech users?
- Limitations: Where does it stumble?
Test Case: “What’s the net profit for last month?”
- Setup: I connected LogicGlue to a Xero organisation I manage.
- Prompt: In the chat window, I typed exactly:
“What’s the net profit for last month?”


- Response time: ~2–3 seconds to authenticate, fetch the Profit & Loss report, and calculate net profit.
- Result: It returned:
"Net Profit for Last Month (May 2025)
Net Profit:
-$29,971.33
Explanation
- Total Income: $41,000.00 (from 'Sales')
- Less: Cost of Goods Sold: $47,727.23
This results in a gross loss: $41,000.00 - $47,727.23 = -$6,727.23 - Less: Operating Expenses: $23,244.10
Net Profit Calculation: -$6,727.23 - $23,244.10 = -$29,971.33
Thoughts on accuracy:
- It correctly identified the date range (1 May–31 May 2025) based on my organisation’s timezone (Australia).
- It matched the Xero Profit & Loss report exactly:
- Trading Income (Sales): $41,000.00
- Cost of Goods Sold: $47,727.23 → Gross loss $6,727.23
- Operating Expenses: $23,244.10
- Net Profit: –$29,971.33
- If your P&L uses custom account names or layouts, you may need to specify that (for example, “Use my custom P&L layout and show last month”).

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