workflow evaluations/company list/15

BENCHMARK-BACKED WORKFLOW / 15

Find similar companies
from a natural-language ICP

Generate a broad ranked account list from an ICP, then use the strongest measured long-list provider for the relevance depth your workflow needs.

For an ICP-based prospect list, describe the companies you want to find, generate a broad ranked set, and then filter the returned accounts with your own sales criteria.

[00] AGENT SUMMARY

The measured answer.

RECOMMENDATION

Parallel leads this measured workflow with P@100 67.5%.

Ranked by judged relevance in the top 100 returned companies.

Evidence type
direct workflow evidence
Latest recorded run
Runner-ups
Extruct · Ocean.io
Source benchmarks
Company lookalikes 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

Describe the ICP

Specify the companies, sectors, geography, and signals that matter.

Natural-language discovery task
02DISCOVER

Generate a long list

Retrieve a ranked candidate set rather than hand-building it.

Lookalike relevance at 100
03ENRICH

Validate key fields

Add the firmographics needed for filtering and routing.

Field correctness benchmarked
04SELECT

Choose target accounts

Apply your ICP rules and sales context to the enriched list.

Operational step — not benchmark-scored

[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 →
01

Company lookalikes benchmark

Measures judged relevance among the top 100 returned companies for the same seed-company cohort.

OPEN SOURCE BENCHMARK →
02

Workflow index

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

OPEN WORKFLOW INDEX →