workflow evaluations/company list/01

BENCHMARK-BACKED WORKFLOW / 01

Find a company
in a provider's corpus

Measure whether an enrichment API resolves companies from the shared input list.

For company matching, submit domains and compare how often each provider resolves a usable company record before evaluating individual attributes.

[00] AGENT SUMMARY

The measured answer.

RECOMMENDATION

Predict Leads leads this measured workflow with 100.0% companies resolved.

Ranked by company resolution rate.

Evidence type
coverage / return evidence
Latest recorded run
Runner-ups
Exa · Parallel
Source benchmarks
Company enrichment benchmark

Important limitation: This ranking measures whether a usable value was returned. It does not establish that every returned value is correct.

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 domain list to every provider.

Frozen company cohort
02MATCH

Resolve the company

Record whether the provider returns the requested company-level value.

Return coverage evidence
03VERIFY

Validate before writeback

Coverage shows whether a value was returned; use the correctness benchmark where available.

Coverage is not correctness
04ACT

Continue the workflow

Use resolved records in the downstream enrichment or routing step.

Operational step — not benchmark-scored

[02] MEASURED EVIDENCE

Evidence behind this workflow.

BENCHMARKRANKED PROVIDERMEASURED RESULTSCOPE
Company enrichment#1 Predict Leads100.0% companies resolvedPublished cohort and methodology · view benchmark →
Company enrichment#2 Exa100.0% companies resolvedPublished cohort and methodology · view benchmark →
Company enrichment#3 Parallel99.7% companies resolvedPublished cohort and methodology · view benchmark →
01

Company enrichment benchmark

Human-reviewed firmographic correctness, coverage, and company-resolution evidence.

OPEN SOURCE BENCHMARK →
02

Workflow index

See the other company-list creation workflows and their available benchmark evidence.

OPEN WORKFLOW INDEX →