FireCrawl just launched Fire Enrich. You can now upload a CSV with emails, and the AI agents will search the web to automatically fill in any missing data you need. Here’s how:

The project is open-source but if you want to just try it out free without setting up anything, head over to And upload your CSV with emails.

Select the fields to enrich or add additional ones.

Wait a few seconds for the AI agents to fill in all the details and download when ready 🎉

Here is the official announcement 📢

✍️ Lastly, you can find the open source code here:

Happy to see the bookmarks 👀 It's humbling when AI tools I already recommend like Firecrawl offer to sponsor my content. Follow @dr_cintas for more AI coding tutorials. If you enjoyed this post, you can support with a like/repost of the post below 👇

For those of us offended by how stupid Clay makes us feel, we salute you!

Lmao I completely understand you! do you have a specific use case? And do you think you can accomplish it with this?

Stop wasting time following up with leads. Let our AI agents do it for you.

Slick UI—hoping they let us bulk process way past 15 rows soon!

Yes, agree with you! @firecrawl_dev 🙏 😄