> For the complete documentation index, see [llms.txt](https://v2.dataos.info/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://v2.dataos.info/consume/discover/discover-with-ai.md). # Discover in natural language Once you've connected an [AI client](/consume/consume-with-ai/connect-clients.md) or [agentic framework](/consume/consume-with-ai/connect-agentic-frameworks.md) to [Data Product MCP](/consume/consume-with-ai/overview.md), you can find data products and learn what's in them by asking questions. The prompts and responses below are illustrative examples from a sample catalog. Your environment will return different products, metrics, and results. ![](/files/gMNwF5sp2aolW7V438z4)
Full response (example) Here's a view of the data products in the catalog, grouped by domain: *** #### 👤 customer-360 (1) | # | Name | Description | Business metrics | | - | ----------------------- | ------------------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------- | | 1 | Customer Account Health | Customer relationship state, account tier, status, activity, and identity coverage for Helix Industrial | account\_tier\_mix\_pct, active\_customer\_count, customer\_identity\_coverage\_pct (+4 more) | *** #### 🚚 customer-operations (1) | # | Name | Description | Business metrics | | - | ----------------------------- | -------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------- | | 2 | Customer Delivery Reliability | Order promises, fulfillment handoff, shipment identity, and delivery outcomes for Helix Industrial | late\_delivery\_days\_avg, on\_time\_to\_carrier\_estimate\_pct (+8 more) | *** #### 💰 finance (1) | # | Name | Description | Business metrics | | - | ------------------ | -------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------- | | 3 | Receivables Health | Open AR, aging, disputes, promises to pay, and financial distress facts for Helix Industrial | ar\_0\_30\_amount, ar\_31\_60\_amount, ar\_61\_90\_amount, ar\_90\_plus\_pct (+7 more) | *** #### 🚛 logistics (1) | # | Name | Description | Business metrics | | - | ------------------- | --------------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------- | | 4 | Carrier Performance | Carrier shipment reliability, transit variance, damage, and freight invoice disputes for Helix Industrial | active\_carrier\_count, carrier\_on\_time\_pct, damage\_reported\_rate (+4 more) | *** #### 🏭 manufacturing (1) | # | Name | Description | Business metrics | | - | ---------------------- | --------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------- | | 5 | Production Performance | Manufacturing output, scrap, rework, downtime, and customer traceability for Helix Industrial | first\_pass\_yield\_pct, good\_quantity\_total, downtime\_minutes\_total (+5 more) | *** #### 🤝 procurement (1) | # | Name | Description | Business metrics | | - | -------------------- | -------------------------------------------------------------------------------------------------- | ----------------------------------------------------------------------- | | 6 | Supplier Performance | Supplier delivery, fill-rate, rejection, lead-time, and material traceability for Helix Industrial | active\_supplier\_count, incoming\_rejection\_rate, po\_count (+4 more) | *** #### ✅ quality (1) | # | Name | Description | Business metrics | | - | --------------- | ------------------------------------------------------------------------------------------------------- | ------------------------------------------------- | | 7 | Product Quality | Inspection outcomes, defect patterns, SPC process limits, and quality traceability for Helix Industrial | fail\_rate\_pct, defects\_per\_lot\_avg (+8 more) | *** #### 💼 sales (2) | # | Name | Description | Business metrics | | - | ----------------------------- | ------------------------------------------------------------------------------ | ----------------------------------------------- | | 8 | Orders360 | Sales analytics over orders, customers, and products on Snowflake | revenue\_trend, order\_volume, customer\_growth | | 9 | Pricing Performance Analytics | Pricing effectiveness, contract performance, and sales revenue trend analytics | - | *** #### 🛒 sales\_operations (2) | # | Name | Description | Business metrics | | -- | ------------------------- | ------------------------------------------------------------------- | -------------------------------------------------------------------------- | | 10 | Orders Analytics | Centralized order lifecycle insights from creation to fulfillment | daily\_order\_volume, daily\_revenue, daily\_avg\_order\_value | | 11 | Orders Analytics Platform | Medallion product with RFM, CLV, retention, and acquisition metrics | customer\_lifetime\_value, daily\_order\_volume, daily\_revenue (+12 more) | *** **Total: 11 data products across 9 domains**, scoped to what your token can see.
## Finding data products Ask the assistant to search when you don't know which product you need yet, or when you want to see what exists for a topic, domain, or business metric. ### What you can ask These are starting points, not a fixed list. Phrase the question however reads naturally.
Question typeExample
Explore the catalogWhat data products are available?
Find by domainWhat data products are in the finance domain?
Find by metricWhich data products have revenue metrics?
Find by ownerWhat data products does dana.lee own?
Find by topicShow me all data products related to customer orders.
Find by PII statusWhich data products contain PII tables?
### What you get back Enough to pick the right data product without leaving the chat: a list of matches with name, domain, owner, lifecycle stage, and a link to open each one. Table searches also include table type, column count, engine, and PII status, so you can judge fit and sensitivity before you commit. ## Next Once you've identified a product worth using, ask the assistant to summarize its health, lineage, ownership, and limitations. See [Understand in natural language](/consume/understand/understand-and-trust-with-ai.md). --- # Agent Instructions This documentation is published with GitBook. GitBook is the documentation platform designed so that both humans and AI agents can read, navigate, and reason over technical content effectively. Learn more at gitbook.com. ## Querying This Documentation If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question. Perform an HTTP GET request on the current page URL with the `ask` query parameter, and the optional `goal` query parameter: ``` GET https://v2.dataos.info/consume/discover/discover-with-ai.md?ask=&goal= ``` `ask` is the immediate question: it should be specific, self-contained, and written in natural language. `goal` is optional and describes the broader end goal you are ultimately trying to accomplish on behalf of the user. GitBook uses it to tailor the answer towards what is most useful for that goal. The response will contain a direct answer to the question and relevant excerpts and sources from the documentation. Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.