---
title: How AI Assistant Will Change the Way You Work this Year
slug: laguna-beach-bootcamp/how-ai-assistant-will-change-the-way-you-work-this-year
docTags: 
createdAt: 2024-08-08T18:25:12.865Z
---

## Understanding AI Assistant 

AI Assistant responds to your submitted questions by querying a database and then translating data from the database into a human-readable answer.

This internal representation of underlying data is also known as the **Knowledge Graph** - a comprehensive web of concepts, data, and metadata for a given answer.

The Knowledge Graph consists of sub-graphs that are referenced whenever queries submitted:

- Customer operational insights.
- Customer operational insights across various meta-stores.
- Experience League documentation.

There are two classes of questions to consider before querying AI Assistant:

### Product knowledge 

Product knowledge refers to concepts and topics grounded in Experience League documentation. Product knowledge questions can be further specified into the following sub-groups:

| Product knowledge | Examples                                                                                                        |
| ----------------- | --------------------------------------------------------------------------------------------------------------- |
| Pointed learning  | - What is the difference between an identity and a primary or foreign key?<br />- What are lookalike audiences? |
| Open discovery    | - How can I export this dataset?<br />- Are there schemas for healthcare customers?                             |
| Troubleshooting   | - Why can’t I turn on a schema owned by Adobe for profile?<br />- Why can’t I delete a segment?                 |

### Operational insights&#x20;

You can ask AI Assistant questions about your operational insights in the following domains:

| Domain       | Supported metadata                                                                                                                                                                                                                                                                                                                                                                                                       | Unsupported metadata                                                                                                                                                                                                                 |
| ------------ | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ |
| Attributes   | - Attribute name search<br />- Attribute - schema relationship<br />- Attribute - dataset relationship<br />- Attribute - audience relationship<br />- Attribute - destination relationship                                                                                                                                                                                                                              | - Attribute class<br />- Audit<br />- Deprecation status<br />- Labels<br />- Value stored in attributes                                                                                                                             |
| Audiences    | - Audience count<br />- Audience type (streaming or batch)<br />- Creation/modification dates<br />- Activation status<br />- Profile count<br />- Duplicate audiences<br />- Audience definition search<br />- Audience - audience relationship<br />- Audience - attribute relationship<br />- Audience - dataset relationship<br />- Audience - destination relationship<br />- Name search<br />- Name and ID search | - Audience overlaps<br />- Audience activation<br />- Audience - campaign relationships<br />- Audit<br />- Create/modification<br />- Labels<br />- Profile qualification trends                                                    |
| Dataflows    | - Dataflow counts<br />- Dataflow status<br />- Dataflow - dataset relationship<br />- Dataflow - source relationship                                                                                                                                                                                                                                                                                                    | - Creation/modification<br />- Dataflow-batch relationships<br />- Ingest profile count                                                                                                                                              |
| Datasets     | - Dataset count<br />- Profile enable status<br />- Creation/modification date<br />- Dataset - schema relationship<br />- Dataset - audience relationship<br />- Dataset - attribute relationship<br />- Dataset - dataflow relationship<br />- Name search<br />- Name and ID search                                                                                                                                   | - Audit<br />- Created by<br />- Dataset - batch relationship<br />- Dataset creation/modification<br />- Dataset size<br />- Number of profiles<br />- Number of rows<br />- Value search                                           |
| Destinations | - Configured destination counts<br />- Destination - audience relationship<br />- Destination attribute relationship                                                                                                                                                                                                                                                                                                     | - Account set up<br />- Account credential information<br />- Unique profiles activated                                                                                                                                              |
| Journeys     | - Counts<br />- Name search<br />- Name and ID search<br />- Journey status<br />- Triggered status (audience vs. events)<br />- Creation/modification dates<br />- Recurring frequency                                                                                                                                                                                                                                  | - Attributes - journey relationships<br />- Audit<br />- Creation/modification<br />- Created by<br />- Events<br />- Journey - dataset<br />- Journey - schema<br />- Offers<br />- Profile qualification trends<br />- Step events |
| Schemas      | - Schema counts<br />- Creation/modification date<br />- Schema - attribute relationship<br />- Schema - dataset relationship<br />- Schema - audience relationship<br />- Profile enable status<br />- Name search<br />- Name and ID search                                                                                                                                                                            | - Audit<br />- Creation/modification<br />- Created by<br />- Field groups<br />- Identities<br />- Identity namespaces<br />- Labels<br />- Number of profiles                                                                      |
| Sources      | - Account counts<br />- Account status<br />- Active/inactive dataflows for each account<br />- Source connector - dataflow relationship<br />- Source account - dataflow relationship                                                                                                                                                                                                                                   | - Account credentials information<br />- Account set up<br />- Data ingestion metrics<br />- Number of profiles<br />- Source - batch relationships                                                                                  |

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