PredictLeads leads this measured workflow with P@10 95.8%.
Ranked by judged relevance in the top 10 returned companies.
BENCHMARK-BACKED WORKFLOW / 16
Find the top K similar companies
from one seed company
Generate a focused shortlist of companies similar to one known account, product, or customer.
For a focused lookalike shortlist, provide one seed company, request ranked similar companies, and review the highest-relevance accounts before activation.
[00] AGENT SUMMARY
The measured answer.
- Evidence type
- direct workflow evidence
- Latest recorded run
- Runner-ups
- Exa · Parallel
- 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
Choose one seed company
Use a known customer or target as the similarity seed.
02DISCOVER
Generate a shortlist
Retrieve a ranked candidate set rather than hand-building it.
03ENRICH
Validate key fields
Add the firmographics needed for filtering and routing.
04SELECT
Choose target accounts
Apply your ICP rules and sales context to the enriched list.
[02] MEASURED EVIDENCE
Evidence behind this workflow.
BENCHMARKRANKED PROVIDERMEASURED RESULTSCOPE
Short-list company lookalikes#1 PredictLeadsP@10 95.8%Published cohort and methodology · view benchmark →
Short-list company lookalikes#3 ParallelP@10 74.8%Published cohort and methodology · view benchmark →
Company lookalikes benchmark
Measures judged relevance among each provider's top 10 returned companies.
OPEN SOURCE BENCHMARK →Workflow index
See the other company-list creation workflows and their available benchmark evidence.
OPEN WORKFLOW INDEX →