Head to head
Pearch vs People Data Labs
As a ai candidate sourcing tools API, People Data Labs rates higher on the APIbenchmarks Index, 84.9 to 62.6, a 22.3-point gap. Here is how they compare on each criterion.
62.6ABI / 100
HR-tech builders and agents that need natural-language candidate search with optional email/phone enrichment, billed in credits
Criterion by criterion
| Criterion | Pearch | People Data Labs |
|---|---|---|
| Documentation & DX | ||
| Reliability | ||
| Ecosystem & SDKs | ||
| Accessibility | ||
| APIbenchmarks Index | 62.6 | 84.9 |
Specifications
| Pearch | People Data Labs | |
|---|---|---|
| Best for | HR-tech builders and agents that need natural-language candidate search with optional email/phone enrichment, billed in credits | Bulk person/company data for builders |
| Free tier | No | 100 person/company lookups/mo (emails/phones obfuscated) |
| Pricing | Prepaid credit packs; per-search and per-enrichment credits | Per enrichment credit |
| Official SDKs | 3 languages | 7 languages |
Is Pearch better than People Data Labs?
On the APIbenchmarks Index, People Data Labs rates higher (84.9 vs 62.6). It leads on the four weighted criteria, but price is reported separately, so the best choice still depends on your budget.
Verdict in one line
People Data Labs leads by 22.3 points (84.9 vs 62.6) and wins 4 of 4 criteria.
Winner by criterion
| Criterion | Winner | ||
|---|---|---|---|
| Documentation & DX | 66 | 88 | |
| Reliability | 55 | 82 | |
| Ecosystem & SDKs | 62 | 80 | |
| Accessibility | 68 | 90 |
Choose Pearch if… / choose People Data Labs if…
- →your use case matches its focus: hr-tech builders and agents that need natural-language candidate search with optional email/phone enrichment, billed in credits
- →documentation & dx matters most to you (88 vs 66)
- →reliability matters most to you (82 vs 55)
- →ecosystem & sdks matters most to you (80 vs 62)
- →accessibility matters most to you (90 vs 68)
- →you want a free tier to start (100 person/company lookups/mo (emails/phones obfuscated))
- →you need broad SDK coverage (7 official SDKs vs 3)
- →your use case matches its focus: bulk person/company data for builders
Pricing side by side
- Model
- Prepaid credit packs; per-search and per-enrichment credits
- Free tier
- No
- First purchase offer$300
- Standard$600
- Startup$1,500
- Growth$3,000
- Enterprise / annualCustom
- Model
- Per enrichment credit
- Free tier
- 100 person/company lookups/mo (emails/phones obfuscated)
- Free$0/mo
- ProFrom ~$98/mo
- EnterpriseCustom (commonly $20k-$100k+/yr)
Vendor-published pricing, verified 2026-10-22 (Pearch) and 2026-06-27 (People Data Labs).
SDK and language coverage
Both · 0
None
Only Pearch · 3
REST APIMCP server (remote, OAuth or Bearer key; MIT)MCP local stdio (Python, fastmcp)
Only People Data Labs · 7
PythonJavaScript / TypeScript (Node + browser)GoRubyRustcURL / RESTOpenAPI (Swagger) specification
Strengths and weaknesses
- +Official remote MCP server (MIT) with OAuth or API key
- +Published credit packs and per-feature credit costs
- +Real-time profile and contact enrichment options
- –No free trial without contacting sales
- –$300 minimum purchase
- –docs.pearch.ai not retrievable and third-party prices disagree
- +Pay only for successful matches (HTTP 200), missed lookups are not billed
- +Very large breadth: 3B+ person profiles across 200+ countries and ~70M company profiles
- +Developer-first REST API with Elasticsearch-style search queries praised as flexible and well-documented
- –Data refreshes roughly monthly, so job titles and employers can be weeks-to-months stale
- –Heavy reliance on LinkedIn means non-LinkedIn people are under-represented and some self-reported titles leak through
- –Verified emails and direct-dial phones often require extra Person Identify calls at higher per-match cost
Pearch vs People Data Labs: questions
- Which has better documentation, Pearch or People Data Labs?
- People Data Labs scores higher on documentation and developer experience: 88 vs 66 out of 100.
- Which is more reliable, Pearch or People Data Labs?
- People Data Labs scores higher on reliability: 82 vs 55 out of 100.
- Do Pearch and People Data Labs have a free tier?
- Pearch: no free tier. People Data Labs: yes (100 person/company lookups/mo (emails/phones obfuscated)).
- How are Pearch and People Data Labs priced?
- Pearch: Prepaid credit packs; per-search and per-enrichment credits. People Data Labs: Per enrichment credit.
- Which has more official SDKs?
- People Data Labs lists 7 official SDKs, Pearch lists 3.