People Data Labs vs Explorium
Company enrichment, measured head-to-head on the same 282 human-reviewed companies: People Data Labs currently leads on both measured accuracy axes. Every scored field judged against human-reviewed Ground Truth; latency and cost measured beside accuracy. Not vendor claims.
People Data Labs or Explorium — measured winner per axis
| Axis | People Data Labs | Explorium | Measured winner |
|---|---|---|---|
| Correct data end to end (correct field yield) | 89.0% | 70.5% | People Data Labs |
| Right when returned (accuracy when present) | 91.2% | 87.6% | People Data Labs |
| Companies resolved (resolution rate) | 98.2% | 95.0% | People Data Labs |
| Speed (median latency) | 274 ms | 616 ms | People Data Labs |
| Cost (cohort, self-serve rates) (estimated cost) | $27.70 | $22.00 | Explorium |
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 →
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 282 human-reviewed companies:
- CRM data you can trust end to endPeople Data Labshighest enrichment success rate · 89.0%
- Few wrong values written — right when returnedApollohighest field accuracy · 92.6%
- Fill the most fields per companyParallelhighest field coverage · 94.7%
- Find the most companies overallPredict Leadshighest company match rate · 100.0%
- Real-time enrichment in product or agent flowsPeople Data Labslowest median latency · 274 ms
- Budget-constrained backfillsCompanyEnrichlowest estimated cost · $2.76 cohort
Full provider comparison, 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 89.0% vs Explorium 70.5%, judged field-by-field against human-reviewed Ground Truth on the same 282-company cohort. On accuracy of returned fields, People Data Labs leads (91.2% vs 87.6%).
Is People Data Labs or Explorium cheaper for company enrichment?
At public entry self-serve rates for the full 282-company cohort: People Data Labs $27.70 vs Explorium $22.00 — 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 616 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 282 company domains, responses were normalized to one contract, and GPT-5.6 judged each scored field against human-reviewed Ground Truth. No vendor pays for inclusion or rank; every judgment is public and reproducible.