People & companies

People search & profiles benchmark

Find people by role or company, and read their professional profiles. Every people search & profiles provider in Alexandria, compared on quality, speed and cost from real agent calls, so your agent can pick the right one.

Providers
7
6 with enough calls to rank
Calls
62.1K
Last 24 hours
Top quality
100%
People Data Labs
Fastest
332 ms
Data Legion

Leaderboard

Ranked by quality on people search & profiles tools only, not each provider as a whole.

#ProviderQualitySpeedCostCalls
1People Data Labs100%3.5 s50–60 credits1K
2Apollo99.2%625 ms0–30 credits19.5K
3Data Legion91.8%332 ms20–160 credits12.4K
4Particle79.2%505 ms5–50 credits24
5EnrichLayer72.3%22.8 s10 credits584
6FullEnrich52.9%9.8 s5–300 credits28.6K

Fewer than 20 calls to rank yet: Hunter.

Tools in this benchmark

The endpoints agents call for people search & profiles, busiest first.

ToolProviderQualitySpeedCalls
Person searchApollo99.5%558 ms16K
Person lookupFullEnrich31.2%11.2 s15.3K
Person enrichment (base-no-contact)Data Legion91.4%291 ms11.7K
People searchFullEnrich77.1%9.2 s9.7K
Person matchFullEnrich79.9%5.6 s3.6K
Person matchApollo97.7%617 ms3K
Person searchPeople Data Labs100%4.3 s764
Person enrichment (base-with-contact)Data Legion100%1.1 s656
Bulk people enrichmentApollo100%2.6 s549
Person lookupEnrichLayer50.6%45.5 s255
Person enrichmentPeople Data Labs100%1.1 s253
Person profileEnrichLayer91.5%2.6 s213
Role lookupEnrichLayer97.9%10.1 s96
People at a companyParticle79.2%505 ms24
Company employeesEnrichLayer20%7.9 s20

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.

See every use case on the benchmarks and rankings pages.

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