Exa leads this measured workflow with 96.1% industry correct (271/282).
Ranked by human-reviewed industry correctness.
BENCHMARK-BACKED WORKFLOW / 20
Enrich companies
with industry data
Add a company industry field for segmentation, routing, or account scoring, using a provider ranked on human-reviewed industry correctness.
For segmentation or routing, enrich a company domain with an industry field, verify it against your data-quality threshold, then use that field in the downstream CRM rule.
[00] AGENT SUMMARY
The measured answer.
- Evidence type
- direct workflow evidence
- Latest recorded run
- Runner-ups
- Apollo · People Data Labs
- 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 industry
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 Exa96.1% industry correct (271/282)Published cohort and methodology · view benchmark →
Company enrichment#2 Apollo95.4% industry correct (269/282)Published cohort and methodology · view benchmark →
Company enrichment#3 People Data Labs94.0% industry correct (265/282)Published cohort and methodology · view benchmark →
Company enrichment benchmark
Measures whether a returned industry is correct 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 →