> For the complete documentation index, see [llms.txt](https://docs.kernel.ai/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.kernel.ai/app/enrichment.md).

# Enrichment

Kernel enrichment adds researched company data after matching a CRM record to the right entity. Depending on your setup, this can include entity details, hierarchies, firmographics, and your own industry classifications.

Results may include reasoning and confidence so you can understand how Kernel reached a value. See [Firmographics](/data/firmographics.md) for an overview or use the [Data dictionary](/data/data-dictionary.md) to look up a field.

## Enrichment tools

* [Custom vertical modifications](/app/enrichment/custom-verticals.md) explains how to edit or import the industry structure your team uses.
* [Bulk enrichment](/app/enrichment/bulk-enrichment.md) explains how to enrich a CSV and export the results.

{% hint style="info" %}
The tools and fields available in your workspace depend on its configuration and field mapping.
{% endhint %}