Explorium leads this measured workflow with 88.9% employee band correct (249/280).
Ranked by human-reviewed employee band correctness.
BENCHMARK-BACKED WORKFLOW / 19
Enrich companies
with employee headcount
Add company size data for segmentation and account scoring.
For company-size segmentation, enrich a domain with employee headcount, verify the returned band, then use it in your scoring or routing rule.
[00] AGENT SUMMARY
The measured answer.
- Evidence type
- direct workflow evidence
- Latest recorded run
- Runner-ups
- People Data Labs · Parallel
- Source benchmarks
- Company enrichment benchmark
Important limitation: The result applies to the published cohort, scoring policy, and snapshot—not every possible company or deployment.
How to choose: Use the leader for the displayed metric. Consider #2 or #3 when the linked benchmark shows a better cost, latency, coverage, or integration tradeoff for your constraints.
Implementation details: Endpoint, pricing, latency, methodology, and reproducibility notes live in the linked source benchmark.
[01]
What the workflow needs.
Every step below maps to a source benchmark. The provider recommendation is evidence for that step, not a claim that one API owns the complete workflow.
01INPUT
Start with company domains
Submit the same company domains to each enrichment provider.
02RETURN
Request employee band
Normalize each provider's returned value into the benchmark contract.
03VERIFY
Compare to Ground Truth
Score the returned value against manual research across primary and reputable sources.
04ACT
Segment or route accounts
Use the verified field in the downstream workflow.
[02] MEASURED EVIDENCE
Evidence behind this workflow.
BENCHMARKRANKED PROVIDERMEASURED RESULTSCOPE
Company enrichment#1 Explorium88.9% employee band correct (249/280)Published cohort and methodology · view benchmark →
Company enrichment#2 People Data Labs86.4% employee band correct (242/280)Published cohort and methodology · view benchmark →
Company enrichment#3 Parallel80.7% employee band correct (226/280)Published cohort and methodology · view benchmark →
Company enrichment benchmark
Measures employee-band correctness against human-reviewed Ground Truth.
OPEN SOURCE BENCHMARK →Workflow index
See the other company-list creation workflows and their available benchmark evidence.
OPEN WORKFLOW INDEX →