Head-to-head · B2B data

Crustdata vs People Data Labs

Crustdata wins 7 of 12 decided metrics across 1 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.

Crustdata live

Unified B2B data API for company, people, jobs, web and social data, with email and phone enrichment as paid add-ons; built for agents, official CLI.

★ 4.4 · 15 reviewsB

Access: MCP · CLI · API · Dataset · 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	Crustdata · not measured	People Data Labs · #20 of 29
Match rate	-	69.4%
Valid email rate	-	52.9%
Latency p50	-	672ms
Cost / valid email	-	$0.654
Invalid rate	-	11.8%
Catch-all share	-	35.3%
Business email	-	100.0%
Right-person rate	-	100.0%
Decoy hit rate	-	0.0%
Catch-all detection	-	-
Confidence-score quality	-	-
Geographic coverage	-	9

Phone Datacore + suite-specific metrics

updated 2026-09-25

Metric	Crustdata · not measured	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	Crustdata · #9 of 24	People Data Labs · #13 of 24
Profile match rate	95.9%	95.9%
Identity accuracy	97.9%	95.7%
Latency p50	1,046ms	672ms
Price / matched profile	-	$0.240
Current employer accuracy	91.5%	93.6%
Move detection	85.0%	40.0%
Decoy hit rate	0.0%	0.0%
Job title accuracy	87.2%	80.9%
Seniority label accuracy	80.4%	65.8%
Location accuracy	87.2%	93.6%
Work history completeness	7.5	7.7
Education completeness	100.0%	95.7%
Skills present	0.0%	89.4%
Social / profile URLs	100.0%	95.7%
Coverage by geo / function / seniority	83.3%	66.7%

Company Datacore + suite-specific metrics

updated 2026-09-25

Metric	Crustdata · not measured	People Data Labs · #8 of 23
Domain-to-company match rate	-	100.0%
Company name accuracy	-	95.6%
Latency p50	-	524ms
Price / matched company	-	$0.075
Industry accuracy	-	80.0%
Employee count ±20%	-	16.7%
HQ / location accuracy	-	75.6%
Description present	-	97.8%
Founding year accuracy	-	64.4%
Domains / social profiles	-	100.0%
Coverage by country / size	-	100.0%

Jobs Datacore + suite-specific metrics

updated 2026-09-25

Metric	Crustdata · #6 of 6	People Data Labs · not measured
Employer coverage	83.3%	-
Postings recall	47.6%	-
Latency p50	2,858ms	-
Cost / job	-	-
Closed or unknown postings	35.4%	-
Duplicate postings	13.8%	-
Location accuracy	96.6%	-
Posted-date accuracy	66.8%	-
Description present	100.0%	-
Coverage by country	81.3%	-

Questions about Crustdata vs People Data Labs

Which is better, Crustdata or People Data Labs?

Crustdata wins 7 of the 12 metrics decided between them, across 1 benchmark that measured both. Leaderboard ranks: People Data: Crustdata #9 of 24, People Data Labs #13 of 24.

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

Crustdata holds 4.4 / 5 across 15 reviews on Product Hunt; 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 Crustdata and People Data Labs?

Crustdata offers an MCP server, a command-line tool, an API, dataset delivery, 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, dataset delivery, CSV export, batch endpoints and native integrations.