# Enrich a company list: an agent recipe

Adds headcount, industry, HQ country and website to every domain in a list, using the cheapest provider that answers.

## Prompt

Use looot to take companies.csv and add headcount, industry, HQ country and website to every row, using the cheapest provider that answers each domain. 1. Set up https://looot.ai/skill.md. 2. Search the catalog for each step and check its price before you call. 3. Run the cheapest endpoint that fits. 4. Show the results as a table and the total cost.

## Steps and providers

- Enrich company data: coresignal, context-dev, people-data-labs, thecompaniesapi. 1 lookup per domain.
- Fill gaps from the website: diffbot, firecrawl, jina. 1 page per domain.

## Memory and schedule

Results come back to your agent. Nothing is stored for you.

Run it on demand.

## Can an AI agent enrich a company list?

Yes. The agent runs 2 steps through looot: enrich company data, then fill gaps from the website. You give it the prompt on this page and the inputs.

## How do I enrich a company list with looot?

Paste the prompt on this page into your coding agent. It sets up looot, finds the endpoint for each step, checks the price and runs the cheapest one that fits. Edit the names and numbers first.

## How much does it cost to enrich a company list?

You pay per call, and the price depends on the provider the agent picks. The web version of this page reads the cheapest price for each step live from the catalog and shows the cost per 1,000 domains when every step is priced.

## Which providers can enrich a company list?

The providers behind this recipe are coresignal, context-dev, people-data-labs, thecompaniesapi, diffbot, firecrawl, jina. The catalog shows each endpoint's price before you run it.

## Can I enrich a company list on a schedule?

No. Run it when you need it. Nothing is billed while your agent is idle.

## Where does the data go when I enrich a company list?

Nothing is stored for you. The results come back to your agent, which shows them in the chat. Ask it to save a file if you want to keep them.

## What can looot not do when I enrich a company list?

Everything in the steps comes from catalog endpoints. Your agent still decides which provider to use and checks the result.

## Related recipes

- /recipes/build-a-clay-style-table
- /recipes/ceo-emails-for-fintechs
- /recipes/market-map-of-a-category

## Last reviewed

2026-10-02. The cost per 1,000 runs is read live from the catalog on the web page.