# The Company Enrichment Benchmark — retained record

> Retained news record from news:ml-firecrawl-changelog.

Canonical: https://highsignal.app/data/records/ed29fb3665fa9321

[← sources](https://highsignal.app/data)


source: [news](https://highsignal.app/data/news) (news:ml-firecrawl-changelog)  published 2026-10-21 00:00 ingested 2026-10-23 22:21

[original source ↗](https://www.firecrawl.dev/changelog/company-enrichment-benchmark)

## retained text



```
The Company Enrichment Benchmark
Bad company data sends your GTM agents after the wrong leads. We tested the leading company enrichment providers on hundreds of U.S. companies to see who delivers accurate data and where information is missing.
- Compare providers side by side: Apollo.io, People Data Labs, Ocean.io, FullEnrich, ContactOut and Data Legion.
- See where data is missing for headquarters, industry, employee count, founding year, LinkedIn page, ticker and revenue.
- Check the answer key, built from SEC filings, federal records and company websites.
- Use Apollo.io, People Data Labs, FullEnrich and Data Legion through Firecrawl Alexandria, with the same Firecrawl connection your agents already use.
```



document fetched 2026-10-24 11:26 · canonical https://firecrawl.dev/changelog/company-enrichment-benchmark