Head-to-head · B2B data

Icypeas vs People Data Labs

People Data Labs wins 18 of 32 decided metrics across 3 shared suites; the loser still leads where its column is highlighted. Same frozen test sets, same run; the better value in each row is highlighted.

Icypeas

Contact data and enrichment API: email discovery, verification, reverse lookup, find-people and bulk.

★ 5.0 · 1 reviewsA

Access: MCP · API · CSV · Batch · Webhooks · Integrations

People Data Labs

Dataset-first people, company and job-posting data: search / enrichment APIs, batch CSV enrichment and licensed datasets.

★ 4.3 · 17 reviewsB

Access: API · CSV · Dataset · Batch · Integrations

Email Datacore + suite-specific metrics

updated 2026-09-25

Metric	Icypeas · #7 of 29	People Data Labs · #20 of 29
Match rate	68.3%	69.4%
Valid email rate	68.3%	52.9%
Latency p50	6,284ms	672ms
Cost / valid email	$0.013	$0.654
Invalid rate	0.0%	11.8%
Catch-all share	31.7%	35.3%
Business email	100.0%	100.0%
Right-person rate	100.0%	100.0%
Decoy hit rate	10.0%	0.0%
Catch-all detection	46.2%	-
Confidence-score quality	+53.8 pts	-
Geographic coverage	10	9

Phone Datacore + suite-specific metrics

updated 2026-09-25

Metric	Icypeas · not in suite	People Data Labs · #15 of 24
Match rate	-	59.2%
Valid / reachable rate	-	89.7%
Latency p50	-	672ms
Cost / mobile number	-	$0.511
Right-person rate	-	82.6%
Mobile coverage	-	46.9%
Disconnected rate	-	0.0%
Low-activity share	-	10.3%
Landline / mobile classification	-	100.0%
Country accuracy	-	79.3%
Geographic coverage	-	7

People Datacore + suite-specific metrics

updated 2026-09-25

Metric	Icypeas · #12 of 24	People Data Labs · #13 of 24
Profile match rate	83.7%	95.9%
Identity accuracy	100.0%	95.7%
Latency p50	1,511ms	672ms
Price / matched profile	$0.013	$0.240
Current employer accuracy	90.2%	93.6%
Move detection	75.0%	40.0%
Decoy hit rate	0.0%	0.0%
Job title accuracy	87.8%	80.9%
Seniority label accuracy	-	65.8%
Location accuracy	78.0%	93.6%
Work history completeness	7.5	7.7
Education completeness	100.0%	95.7%
Skills present	24.4%	89.4%
Social / profile URLs	100.0%	95.7%
Coverage by geo / function / seniority	58.3%	66.7%

Company Datacore + suite-specific metrics

updated 2026-09-25

Metric	Icypeas · #16 of 23	People Data Labs · #8 of 23
Domain-to-company match rate	97.0%	100.0%
Company name accuracy	94.8%	95.6%
Latency p50	1,893ms	524ms
Price / matched company	$0.013	$0.075
Industry accuracy	77.3%	80.0%
Employee count ±20%	21.9%	16.7%
HQ / location accuracy	81.4%	75.6%
Description present	96.9%	97.8%
Founding year accuracy	59.8%	64.4%
Domains / social profiles	97.9%	100.0%
Coverage by country / size	94.3%	100.0%

Questions about Icypeas vs People Data Labs

Which is better, Icypeas or People Data Labs?

People Data Labs wins 18 of the 32 metrics decided between them, across 3 benchmarks that measured both. Leaderboard ranks: Email Data: Icypeas #7 of 29, People Data Labs #20 of 29; People Data: Icypeas #12 of 24, People Data Labs #13 of 24; Company Data: Icypeas #16 of 23, People Data Labs #8 of 23.

Which is cheaper, Icypeas or People Data Labs?

Measured on the list price of each provider's central self-serve pack, divided by what it actually returned: Email Data, cost per valid email: Icypeas $0.013, People Data Labs $0.654; People Data, price per matched profile: Icypeas $0.013, People Data Labs $0.240; Company Data, price per matched company: Icypeas $0.013, People Data Labs $0.075.

How do Icypeas and People Data Labs compare in user reviews?

Icypeas holds 5.0 / 5 across 1 reviews on G2; People Data Labs holds 4.3 / 5 across 17 reviews on G2. Ratings belong to their platforms and play no part in the benchmark grades.

How can you get data out of Icypeas and People Data Labs?

Icypeas offers an MCP server, an API, CSV export, batch endpoints, webhooks and native integrations; People Data Labs offers an API, CSV export, dataset delivery, batch endpoints and native integrations. Both offer an API, CSV export, batch endpoints and native integrations.