People Data Labs Alternative, Benchmark VerifiedPeople Data Labs vs CompanyEnrich
Looking for a People Data Labs alternative for people search and company enrichment? CompanyEnrich gives you lower credit costs, higher company enrichment and people search coverage, deeper company profiles, and APIs PDL does not offer.
Comparison data last verified September 18, 2026
How does People Data Labs compare to CompanyEnrich?
Core APIs, unique workflows, pricing, and benchmark results in one view.
 | People Data Labs | |
|---|---|---|
| Core endpoints | ||
| Company Enrichment API | ✓ | ✓ |
| Company Search API | ✓ | ✓ |
| Person Enrichment API | ✓ | ✓ |
| Person Search API | ✓ | ✓ |
| Modern primitives | ||
Semantic Search API Plain-English company queries | ✓ | × |
Company Lookalikes API Find companies similar to a domain | ✓ | × |
Headcount API Historical employee counts | ✓ | × |
MCP Server Native AI agent integration | ✓ | × |
| Bulk data | ||
Bulk Datasets / Slices Offline data dumps for ML or data lakes | × | ✓ |
| Pricing & terms | ||
| Pricing model | Unified credits system | Separate subscription per endpoint |
| Starting credit cost | Starts from $0.01 / credit | Starts from $0.10 / credit |
| Search exclusion list size | Up to 50,000 IDs | 1,000 IDs |
| Company enrichment benchmark View full benchmark | ||
| Taxonomy category | 50.5% | 25.5% |
| Crunchbase URL coverage | 7.4% | 38.1% |
| Corporate relations | 0.9% | 10.6% |
| Domain enrichment find rate | 67.6% | 60.2% |
| Avg fields returned per profile | 17.9 / 27 | 13.7 / 27 |
| People search benchmark View full benchmark | ||
Companies with a correct CEO or founder 502 active YC companies | 88.0% (442) | 74.5% (374) |
Correct CEOs and founders found Out of 933 verified CEOs & founders found across 7 providers | 86.7% (809) | 73.7% (688) |
Unique correct finds Correct people no other tested provider found | 3 | 8 |
Cost per correct person Modeled from ~$500 plan tiers | $0.0027 | $0.3614 |
| Support | ||
| Tech support | Exceptional | Ticket queue |
Pricing and plan references checked September 2026. G2 ratings as of May 2026. People search results come from CompanyEnrich's self-published August 31, 2026 benchmark.
Why do teams choose CompanyEnrich over People Data Labs?
The strongest reasons to choose CompanyEnrich when people search and company enrichment matter most.
More companies enriched
More matched domains means fewer blank rows in your CRM, scoring models, and product features. Every record that comes back empty is a lead you can't route, score, or personalize.
"Was able to find companies no other data provider was able to find."
More decision-makers found
Reach the person who makes the call at more of your target accounts. Fewer empty searches means less manual research and fewer accounts stuck without a contact.
See the people search benchmarkLower cost to test and scale
Test on real data without a big upfront commitment, then scale without renegotiating. One unified credit pool covers enrichment, search, people APIs, lookalikes, headcount, Semantic Search, and MCP.
On PDL "Sales model is a little funky. You can purchase API credits or 'slices' of the data. Both options force painful trade-offs. A custom way to access all PDL data would have been ideal."
Richer company profiles
More filled fields per company means sharper segmentation and scoring. Stronger categories, keywords, and industry classification make it easier to tell a B2B SaaS account from everything else.
"Top feature is B2B/B2C/SaaS categorization."
Semantic Search, Lookalikes, and MCP
CompanyEnrich lets you describe a market in plain English, submit a company domain to find similar accounts, and connect enrichment/search workflows to MCP-compatible AI agents.
"Semantic search saves a boatload of time."
What do real users say about CompanyEnrich?
Verbatim G2 reviews. CompanyEnrich reviewers named, People Data Labs reviewers anonymized.
4.85 / 5 on G2"Semantic search saves a boatload of time. No need to find the right filter combinations. Just type 'B2B Fintech SaaS in the US' and get the desired results."
"Domain lookalike feature is the number one most beneficial thing. Company data is generally much more accurate than most data providers. Setup is extremely easy and takes seconds."
"Was able to find companies no other data provider was able to find. Super easy to use. Data is top-notch. 10/10."
"Lookalike / semantic search algorithm is very precise. Pricing is very fair."
"Switched to a paid plan at $100/month. After a few days, staying well below API limits, my account was disabled. No warning or explanation given. Support was unresponsive after multiple contact attempts, even after waiting more than one week."
"Some data quality issues. Data trusts LinkedIn too much, with random LinkedIn profiles claiming to be a company's CEO when public sources don't match. No GUI for querying data, only a GUI for building the query string."
"Sales model is a little funky. You can purchase API credits or 'slices' of the data. Both options force painful trade-offs. A custom way to access all PDL data would have been ideal."
"There are a large number of duplicates in the dataset. Only API access, no web app exploration or sandbox."
Reviews sourced from G2.com, anonymized. Read more on G2.
When is People Data Labs still the right call?
We're not the right fit for every workflow. Here's where People Data Labs has the edge today.
Bulk dataset exports
PDL offers offline data slices for ML training pipelines, data lakes, or custom downstream systems. We don't ship bulk dataset dumps because CompanyEnrich is an API-first product.
Crunchbase URL coverage
In our public benchmark, PDL leads on Crunchbase URL fill rate. If your workflow specifically needs a Crunchbase link on every record, PDL is the safer pick.
Corporate relations
Parent / subsidiary / affiliate links are stronger on PDL. If you build org-tree dashboards or M&A intelligence, PDL has more depth here.
For enrichment, company and people search, lookalikes, MCP workflows, and daily GTM automation, CompanyEnrich is faster, more affordable, and built for how teams build today.
How do People Data Labs and CompanyEnrich perform in public benchmarks?
We tested PDL and CompanyEnrich side by side in two public benchmarks: company enrichment on real domains and people search on real startups. For the wider market, our guide to the best company data APIs ranks providers by use case.
CompanyEnrich vs PDL on 349 real domains
CompanyEnrich led PDL on find rate, average fields returned per profile, and taxonomy coverage. PDL led on Crunchbase URL coverage and corporate relations.
Read the full benchmarkCompanyEnrich vs PDL on 502 YC companies
Both APIs searched for current CEOs and founders, and every returned profile was checked against HarvestAPI. CompanyEnrich resolved more companies and found more correct people at a lower modeled cost. PDL returned fewer stale profiles.
Read the full benchmarkPeople Data Labs vs CompanyEnrich FAQs
How does CompanyEnrich's pricing compare to PDL's?
Do I need a separate plan for each API like I do with PDL?
Can I migrate from People Data Labs to CompanyEnrich?
Does CompanyEnrich offer person/people data like PDL?
What is the MCP Server and why does it matter?
Can I try CompanyEnrich before committing?
How does CompanyEnrich's coverage compare to PDL's?
Which is better for people search, PDL or CompanyEnrich?
Does CompanyEnrich integrate with Clay?
What if my workflow needs bulk dataset exports?
Tell us what you're building
Every integration is unique. Whether you're enriching CRM data, powering AI agents, or automating lead generation — we'll show you exactly how our API fits.
Technical questions?
Our engineers will join the call.
Pricing concerns?
We'll design a plan that scales with you.
Integration help?
Walk away with working code samples.
Amirali, Co-Founder
Zeynep, Partnership Manager
Ekin, Co-Founder & CTO
CompanyEnrichGet answers, not a sales pitch
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