> For the complete documentation index, see [llms.txt](https://connectyai.gitbook.io/documentation/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://connectyai.gitbook.io/documentation/usage-guides-enterprise-plan/chat-features/follow-up-questions.md).
# Follow-up Questions
### “Reply” Feature
The “Reply” functionality allows users to **refine, clarify,** or **expand** a previous question in context, without restarting the interaction flow.
**Use Cases:**
* Add new filters: “Only for California”
* Ask a follow-up: “Break that down by sales region”
* Refine a metric: “Use net revenue instead of gross”
**How it Works:**
* The reply inherits the context (intent, structure, results) of the original question.
* The system adjusts the previous query graph rather than reprocessing from scratch.
* The full conversation history is stored in the History panel for traceability.
This allows iterative exploration without losing track of prior insights.
Example from [TPCH](https://docs.snowflake.com/en/user-guide/sample-data-tpch) dataset
| **Topic** | **Original Metric** | **Follow-up Metric** |
| -------------------------- | ------------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------- |
| Supplier analytics | Average fulfillment time for suppliers in Asia region by part type | Average fulfillment time by supplier and customer nation for these part types |
| Supplier analytics | Total revenue contribution by suppliers who shipped parts with discount over 5% | Gross margin per part category from these discounted shipments |
| Supplier analytics | Number of late shipments by suppliers grouped by nation and year | Late shipment rate by supplier region and part size category |
| Supplier analytics | Average discount offered by suppliers who supply parts used in high-value orders (above $10,000) | Total number of parts supplied by these suppliers segmented by part brand |
| Supplier analytics | Profit margin from parts supplied by top 10 suppliers in Europe | Profit margin split by customer segment for these parts |
| Customer analytics | Average order value for customers in the 'Automotive' segment who ordered parts from European suppliers | Average order value split by part category within this customer group |
| Customer analytics | Total number of orders per customer who only placed orders in the last 3 years | Total profit per supplier from these recent customers' orders |
| Customer analytics | Average shipping delay experienced by customers in Asia region on orders containing parts from Germany | Average order value for these delayed shipments segmented by part type |
| Customer analytics | Revenue growth per customer segment for orders that include discounted parts | Number of unique suppliers serving each customer segment in these orders |
| Customer analytics | Customer lifetime value estimated from total profit by customer across all orders | Lifetime discount received per customer grouped by region |
| Order analytics | Profit per order for orders shipped in 1995 involving suppliers from Japan and customers from Europe | Average line item count per part category in these orders |
| Order analytics | Average number of line items per order for orders exceeding $20,000 in total value | Total discount amount by supplier nation for these high-value orders |
| Order analytics | Cancellation rate per order when parts came from at least 3 different suppliers | Average part cost in these multi-supplier orders grouped by region |
| Order analytics | Average part cost in orders containing at least 5 distinct parts and shipped in less than 10 days | Supplier count per order for these fast, complex orders |
| Order analytics | Gross margin by order for orders with line items sourced from multiple regions | Gross margin segmented by part brand within these orders |
| First/last order analytics | Time between first and last order per customer who has been active for over 5 years | Total number of suppliers engaged by each such customer |
| First/last order analytics | Profit contribution from first orders per customer segment | Average line item discount in these first orders by supplier region |
| First/last order analytics | Discount rate on last orders for customers with decreasing order frequency | Total part cost in last orders grouped by part category |
| First/last order analytics | Average order value difference between first and last orders per supplier | Difference in gross margin between first and last orders segmented by customer segment |
| First/last order analytics | Average delivery time for first orders from new suppliers in each region | Average part discount in these first orders grouped by part type |
