workflow evaluations/company list/21

BENCHMARK-BACKED WORKFLOW / 21

Enrich companies
with latest funding stage

Add the latest funding stage to CRM accounts for segmentation, prioritization, and sales triggers.

For funding-based CRM enrichment, submit company domains, retrieve each latest funding stage, and use the verified result for segmentation or account prioritization.

[00] AGENT SUMMARY

The measured answer.

RECOMMENDATION

Parallel leads this measured workflow with 91.7% latest stages correct (275/300).

Ranked by correct latest-stage results across the full cohort.

Evidence type
direct workflow evidence
Latest recorded run
Runner-ups
Exa · Crunchbase
Source benchmarks
Company funding 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 account list to every funding provider.

Frozen cohort: 300 companies
02RETURN

Request latest funding stage

Normalize the provider's most recent round stage.

Latest-stage output
03VERIFY

Compare with Ground Truth

Score the stage using the published semantic funding-stage policy.

Correct stage / eligible companies
04ACT

Update CRM segmentation

Use the verified stage for routing, scoring, or prioritization.

Operational step — not benchmark-scored

[02] MEASURED EVIDENCE

Evidence behind this workflow.

BENCHMARKRANKED PROVIDERMEASURED RESULTSCOPE
Company funding#1 Parallel91.7% latest stages correct (275/300)Published cohort and methodology · view benchmark →
Company funding#2 Exa90.0% latest stages correct (270/300)Published cohort and methodology · view benchmark →
Company funding#3 Crunchbase88.3% latest stages correct (265/300)Published cohort and methodology · view benchmark →
01

Company funding benchmark

Measures correct latest-stage results across the full human-reviewed funding cohort.

OPEN SOURCE BENCHMARK →
02

Workflow index

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

OPEN WORKFLOW INDEX →