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 / 30
Build a target-account list
from a natural-language ICP
Combine broad lookalike discovery with firmographic enrichment for ICP filtering.
Describe the ICP, generate a broad company list, enrich the candidates, then apply your qualification rules 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 lookalikes benchmark · Company enrichment 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
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#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 →
Company lookalikes benchmark
Independently judged relevance at short-list and long-list depths.
OPEN SOURCE BENCHMARK →Company enrichment benchmark
Human-reviewed firmographic correctness, coverage, and company-resolution evidence.
OPEN SOURCE BENCHMARK →Workflow index
See the other company-list creation workflows and their available benchmark evidence.
OPEN WORKFLOW INDEX →