benchmarks/company enrichment/best company lookup API
company lookup · independently benchmarked

Best company lookup API

Eight APIs—People Data Labs, Apollo, Parallel, Predict Leads, Explorium, CompanyEnrich, ZoomInfo, and Exa—receive the same company domain and enrich it by API calls from their official docs.

A company lookup API does one job: domain in, correct company record out. Three numbers decide which one to use — domain match rate (does it find the company), latency (fast enough to run inline), and cost per run — plus the one vendor comparisons skip: whether the returned fields are actually right.

All are independently benchmarked here on the same 282 human-reviewed companies — deliberately including subsidiaries and recent rebrands, where lookup breaks — every field judged against Ground Truth. Not a vendor's own sample.

highest domain match ratePredict Leads100.0%

Which company enrichment API is best?

There isn't one best enrichment API. The right choice depends on what happens next: filling CRM records, avoiding bad overwrites, matching a prospect list, returning complete company profiles, or powering a latency-sensitive product flow. Choose the job below; each recommendation is based on the metric that matters for it.

Which provider wins depends on the use case — CRM writeback, prospecting and matching, complete company profiles, or real-time product flows. The workflows below are ranked separately for each.

WorkflowRecommended APIMeasured evidence
Best API for keeping CRM records currentPeople Data Labs89.0% enrichment success rate
Best API for safe CRM writebackApollo92.6% field accuracy
Best API for the most complete company dataParallel94.7% field coverage
Best API for matching a company listPredict Leads100.0% company match rate
Best API for real-time product or agent enrichmentPeople Data Labs274 ms median latency

Compare every measured company enrichment API.

This is the overall provider table from the current 282-company benchmark: resolution, enrichment success, field accuracy, coverage, latency, cost, and the exact endpoint tested. Read the complete benchmark methodology for cohort design, Ground Truth, field judging, pricing assumptions, and public evidence.

benchmarks/firmographic/company-firmographic-enrichment-web-research-v2-293full cohort
Company enrichment provider comparison across measured dimensions
ProviderOfficial docsResolutionEnrichment success rateField accuracyField coverageMedian latencyEst. costEndpoint & configuration
ApolloApollo official docs 96.8%273/282 domains88.6%92.6%93.0%654 ms$10.88$0.0196 / creditPOST /api/v1/mixed_companies/search → GET /api/v1/organizations/{id}page=1; per_page=1
CompanyEnrichCompanyEnrich official docs 98.6%278/282 domains69.7%72.5%93.7%309 ms$2.76$0.0098 / creditGET /companies/enrichdomain={company domain}
ExaExa official docs 100.0%282/282 domains60.4%76.2%77.1%8,143 ms$4.23$0.015 / deep-reasoning requestPOST /searchtype=deep-reasoning; category=company; numResults=10; highlights + structured output
ExploriumExplorium official docs 95.0%268/282 domains70.5%87.6%76.0%616 ms$22.00$0.04 / creditPOST /v1/businesses/match → POST /v1/businessesmode=full; page=1; page_size=10; size=10
ParallelParallel official docs 99.7%281/282 domains86.0%89.4%94.7%21,317 ms$14.10$0.050 / Responses request (medium reasoning)POST /v1/responsesmodel=parallel; reasoning.effort=medium; JSON schema output
People Data LabsPeople Data Labs official docs 98.2%277/282 domains89.0%91.2%94.3%274 ms$27.70$0.10 / matchGET /v5/company/enrichwebsite={company domain}
Predict LeadsPredict Leads official docs 100.0%282/282 domains80.6%86.5%87.9%556 ms$40.00$0.04 / API credit · 100 free; $40 monthly minimumGET /api/v3/extended_companies/{domain}1 company domain per request; follows API redirect target when returned
ZoomInfoZoomInfo official docs 94.7%267/282 domains63.9%70.4%88.7%1,132 ms$93.45$0.35 / new company recordgtm companies enrich--domain {company domain} --fields name website domainList city state country primaryIndustry industries employeeCount employeeRange foundedYear socialMediaUrls

Compare provider results field by field.

This is the main benchmark's per-field table for HQ location, industry, employee band, founded year, and LinkedIn URL. Each value is correct-field yield among companies carrying a reviewed reference for that attribute, so denominators differ by column.

benchmarks/firmographic/by-attributeall fields
Correct values per attribute, as a share of the companies carrying a verified reference for that attribute
ProviderOfficial docsHQ locationIndustryEmployee bandFounded yearLinkedIn URL
ApolloApollo official docs 87.3%240/27595.4%269/28278.2%219/28091.8%191/20890.8%256/282
CompanyEnrichCompanyEnrich official docs 50.9%140/27574.8%211/28247.5%133/28090.4%188/20891.1%257/282
ExaExa official docs 82.9%228/27596.1%271/28233.2%93/28097.6%203/2085.3%15/282
ExploriumExplorium official docs 73.5%202/27584.8%239/28288.9%249/2800.0%0/20886.5%244/282
ParallelParallel official docs 90.9%250/27592.9%262/28280.7%226/28076.4%159/20886.2%243/282
People Data LabsPeople Data Labs official docs 90.2%248/27594.0%265/28286.4%242/28093.8%195/20884.0%237/282
Predict LeadsPredict Leads official docs 68.4%188/27588.3%249/28278.2%219/28089.9%187/20884.8%239/282
ZoomInfoZoomInfo official docs 73.1%201/27574.5%210/28247.9%134/28061.4%129/21062.4%176/282

Eight lookup APIs — match rate, with correctness beside it

A lookup that resolves but returns wrong fields is worse than a miss — so correct field yield sits next to match rate. The full benchmark adds accuracy-when-present, coverage, and cost.

ProviderDomain match rateEnrichment success rateMedian latency
Predict Leads100.0%80.6%556 ms
Exa100.0%60.4%8,143 ms
Parallel99.7%86.0%21,317 ms
CompanyEnrich98.6%69.7%309 ms
People Data Labs98.2%89.0%274 ms
Apollo96.8%88.6%654 ms
Explorium95.0%70.5%616 ms
ZoomInfo94.7%63.9%1,132 ms

Company lookup APIs — common questions

What is the best company lookup API in 2026?

By the axis that defines lookup — resolving a domain to the right company record — Predict Leads currently has the highest company match rate (100.0% of the 282 human-reviewed companies resolved); People Data Labs is fastest (274 ms median latency); CompanyEnrich is cheapest at public self-serve rates ($2.76 for the run). Match rate alone isn't enough — a lookup that resolves but returns wrong fields is worse than a miss, so enrichment success rate is shown beside it (People Data Labs, 89.0%).

What is a company lookup API?

An endpoint that takes a company identifier — usually a domain, sometimes a name — and returns a structured record: legal name, HQ, industry, size, LinkedIn identity, and similar firmographic fields. It's the building block under enrichment, routing, and dedupe flows. The measurable axes are whether it finds the company (match rate), whether the returned fields are right (accuracy), how fast it answers (latency), and what it costs per resolved record.

How is this different from vendor lookup-API comparisons?

Vendor comparisons test on samples the vendor chose and typically rank the author first. This one is independently benchmarked and evaluated: every API received the same 282 human-reviewed company domains — deliberately including subsidiaries and recent rebrands, where lookup breaks — responses were normalized to one field contract, and every scored field was judged against human-reviewed Ground Truth. No vendor pays for inclusion or rank; inputs, outputs, and judgments are public.

Which company lookup API is fastest?

People Data Labs, at 274 ms median latency on this run. Latency matters when lookup runs inline — in a signup flow, a routing decision, or an agent loop — and matters much less for batch backfills.