benchmarks/company enrichment/people data labs vs explorium
company enrichment · head-to-head

People Data Labs vs Explorium

Company enrichment, measured head-to-head on the same 300 identity-verified companies: People Data Labs currently leads on both measured accuracy axes. Every field judged against LinkedIn-backed reference data; latency and cost measured beside accuracy. Not vendor claims.

People Data Labs or Explorium — measured winner per axis

AxisPeople Data LabsExploriumMeasured winner
Correct data end to end (correct field yield)86.7%74.1%People Data Labs
Right when returned (accuracy when present)88.6%87.6%People Data Labs
Companies resolved (resolution rate)98.3%95.0%People Data Labs
Speed (median latency)274 ms617 msPeople Data Labs
Cost (cohort, self-serve rates) (estimated cost)$29.50$23.40Explorium

Contact/person data, intent data, and integrations are not measured here — this is the company-firmographic slice only. Full leaderboard, methodology, and per-company evidence →

route by constraint

There is no single “best” company enrichment API — the independent benchmark points to a different provider depending on the axis your workflow is constrained by. Every leader below is measured on 300 identity-verified companies:

Full leaderboard, methodology, and per-company evidence: the company enrichment benchmark →

People Data Labs vs Explorium — common questions

People Data Labs vs Explorium: which has better company data?

On measured correct field yield (of the fields that could be filled correctly, how many were), People Data Labs leads: People Data Labs 86.7% vs Explorium 74.1%, judged field-by-field against identity-verified LinkedIn data on the same 300 companies. On accuracy of returned fields, People Data Labs leads (88.6% vs 87.6%).

Is People Data Labs or Explorium cheaper for company enrichment?

At public entry self-serve rates for the full 300-company cohort: People Data Labs $29.50 vs Explorium $23.40 — Explorium is cheaper. Free allowances and volume discounts excluded; weigh cost against yield, since cheap wrong data costs more downstream.

Which is faster, People Data Labs or Explorium?

Median request latency: People Data Labs 274 ms vs Explorium 617 ms — People Data Labs is faster. Latency matters for real-time enrichment in product or agent flows; for batch backfills it usually doesn't.

Where does this comparison data come from?

The independent company-enrichment benchmark on this site: both providers received the same 300 identity-verified company domains, responses were normalized to one seven-field contract, and GPT-5.6 judged each field against LinkedIn-backed reference data. No vendor pays for inclusion or rank; every judgment is public and reproducible.