# Clever Columns

#### What is it?

* **Description:** A way to do research across all accounts, crossing both public and private data, all through natural language.
* **Demo**

<figure><img src="/files/CdOBtxed0FP6MDvYu2uo" alt=""><figcaption><p>Clever Columns</p></figcaption></figure>

* **How are people using it today**: 70% of beta rox users are using CC for ICP scans & Research and 30% for pige gen prioritization.

#### What’s the buzz?&#x20;

* Users are excited about the ability to ask questions across all their account data for more efficient research and pipeline generation.
* The most innovative companies in other verticals are already moving towards agent-powered research using AI tools like ChatGPT and Harvey to conduct research with greater speed and visibility at scale
* Clever Columns empowers users to discover more about their accounts to identify untapped opportunities, optimize targeting strategies, and drive better business outcomes.

#### What’s in the secret sauce?

* **Feature desiderata**&#x20;
  * Fast: Clever Columns returns results in seconds, even for complex queries across massive datasets
  * Transparent: Provides clear attribution of where each insight is coming from for full traceability
  * Data-type agnostic: Seamlessly combines structured and unstructured data from any source
* **Technical details**
  * **Unified data layer**:  indexes both structured and unstructured data across all sources
  * **Query engine**: uses LLMs to parse and semantically understand user queries. Employs novel query decomposition algorithms to break down complex queries into a series of atomic search and retrieval operations that are executed across Rox's system of record (SOR) and external web resources. Utilizes intelligent caching, indexing, and query optimization techniques to ensure rapid response times even for highly complex, multi-part queries.
  * **Distributed computation** **layer:**  parallelizes queries for rapid results even on large customer lists.

What’s next?

* **Suggested Clever Columns**: useful for users looking to do discover over their accounts
* **Multimodal Clever Columns**: expanding beyond text, integer and boolean research ouputs.


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# Agent Instructions: 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:

```
GET https://docs.rox.com/development/engineering/docs/agent-swarm-tm-layer/workflow-specific-agents/discover/clever-columns.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
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.