People & companies
Company enrichment benchmark
Fill in a known company's profile: industry, headcount, location, links. Every company enrichment provider in Alexandria, compared on quality, speed and cost from real agent calls, so your agent can pick the right one.
- Providers
- 10
- 8 with enough calls to rank
- Calls
- 11.3K
- Last 24 hours
- Top quality
- 100%
- Apollo
- Fastest
- 414 ms
- Data Legion
Leaderboard
Ranked by quality on company enrichment tools only, not each provider as a whole.
| # | Provider | Quality | Speed | Cost | Calls |
|---|---|---|---|---|---|
| 1 | 100% | 678 ms | 0–30 credits | 1.7K | |
| 2 |  Fireround | 100% | 1.9 s | 5 credits | 1.5K |
| 3 | 100% | 1.1 s | 50–60 credits | 1.2K | |
| 4 | 100% | 1.4 s | 5–300 credits | 3K | |
| 5 |  PredictLeads | 100% | 4.3 s | 10 credits | 2.3K |
| 6 |  Data Legion | 99.9% | 414 ms | 20–160 credits | 895 |
| 7 |  EnrichLayer | 97% | 7.7 s | 10 credits | 297 |
| 8 | 96.3% | 10.1 s | 5 credits | 481 |
Tools in this benchmark
The endpoints agents call for company enrichment, busiest first.
| Tool | Provider | Quality | Speed | Calls |
|---|---|---|---|---|
| Company lookup | FullEnrich | 100% | 1.6 s | 2.3K |
| Technology detections | PredictLeads | 100% | 4.3 s | 2.3K |
| A company's profile and funding | Fireround | 100% | 1.9 s | 1.5K |
| Company enrichment | Apollo | 100% | 649 ms | 1.4K |
| Company enrichment | People Data Labs | 100% | 1.1 s | 1.2K |
| Company enrichment (base) | Data Legion | 99.9% | 414 ms | 895 |
| Company match | FullEnrich | 100% | 505 ms | 638 |
| Job search | Y Combinator | 98.6% | 13.0 s | 360 |
| Company lookup | EnrichLayer | 98.1% | 8.3 s | 270 |
| Company job postings | Apollo | 100% | 481 ms | 122 |
| Bulk company enrichment | Apollo | 100% | 1.2 s | 117 |
| Company | Y Combinator | 84.3% | 1.7 s | 83 |
| Launches | Y Combinator | 100% | 587 ms | 38 |
| Company profile | EnrichLayer | 85.2% | 1.1 s | 27 |
Head-to-head benchmark
Each provider gets the same 200 company websites and returns a company profile, scored on seven fields against an answer key built from SEC filings, federal records and company websites. Compare accuracy on the four common fields, on all seven, and field by field.
6 providers · 200 companies · Oct 2, 2026
Full results and methodShare of points over the four common fields (headquarters, employee count, founding year and LinkedIn page), with the public and private groups weighted equally. The headline score.
Apollo.io89.3%
People Data Labs80.6%
Ocean.io78.7%
FullEnrich72.7%
ContactOut72.7%
Data Legion52.2%How we measure
- Quality
- Calls answered without a tool error, on this use case's tools.
- Speed
- P95 latency: 95% of successful calls finish faster.
- Cost
- Firecrawl credits per call, from the catalogue.
Measured over last 24 hours of calls through Alexandria by every user. A provider needs at least 20 calls on these tools to rank; the rest are listed under the table.
More People & companies benchmarks
- Company registries24 providers · 74.9K calls
- People search & profiles7 providers · 62.1K calls
- Email & phone finding2 providers · 23.5K calls
- Company search & lists8 providers · 2.7K calls
See every use case on the benchmarks and rankings pages.