There is no single measured end-to-end winner. Select a provider for each component using the ranked evidence below.
Top 3 providers for each independently measured workflow component.
BENCHMARK-BACKED WORKFLOW / 39
Enrich CRM accounts
then expand from ICP accounts
Combine firmographic enrichment with broad lookalike discovery for account expansion.
Verify the existing ICP accounts, choose representative seeds, generate broad lookalikes, and enrich the new candidates before activation.
[00] AGENT SUMMARY
The measured answer.
- Evidence type
- component benchmark evidence
- Latest recorded run
- Provider selection
- See top three per component below
- Source benchmarks
- Company enrichment benchmark · Company lookalikes benchmark
Important limitation: The benchmarks score each component independently. They do not measure an end-to-end workflow or business outcome.
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.
01DEFINE
Set the workflow contract
Specify inputs, required fields, list depth, and downstream decision rules.
02RUN
Call each component API
Use the same company identities across discovery, enrichment, and funding steps.
03COMPARE
Choose per-component providers
Use the top-three evidence for each component rather than assuming one universal winner.
04ACT
Apply business rules
Route, write, or activate only after your operational checks pass.
[02] MEASURED EVIDENCE
Evidence behind this workflow.
BENCHMARKRANKED PROVIDERMEASURED RESULTSCOPE
Company enrichment#1 People Data Labs89.0% correct-field yieldPublished cohort and methodology · view benchmark →
Company enrichment#2 Apollo88.6% correct-field yieldPublished cohort and methodology · view benchmark →
Company enrichment#3 Parallel86.0% correct-field yieldPublished cohort and methodology · view benchmark →
Long-list company lookalikes#1 ParallelP@100 67.5%Published cohort and methodology · view benchmark →
Long-list company lookalikes#2 ExtructP@100 61.2%Published cohort and methodology · view benchmark →
Long-list company lookalikes#3 Ocean.ioP@100 56.5%Published cohort and methodology · view benchmark →
Company enrichment benchmark
Human-reviewed firmographic correctness, coverage, and company-resolution evidence.
OPEN SOURCE BENCHMARK →Company lookalikes benchmark
Independently judged relevance at short-list and long-list depths.
OPEN SOURCE BENCHMARK →Workflow index
See the other company-list creation workflows and their available benchmark evidence.
OPEN WORKFLOW INDEX →