Parallel similar-companies API (lookalikes), independently benchmarked
Parallel's similar-companies — or "lookalike" — API finds companies that resemble a seed account using agentic web research with natural-language lookalike prompts. Here is how it actually scored on the independent Openbenchmarks lookalike benchmark, and the Parallel alternatives.
How Parallel scored
Same B2B seed companies as every other vendor; an LLM judge scores each returned company for relevance. See the full methodology and matrix →
| Metric | Parallel | Standing |
|---|---|---|
| Precision@10 (top-of-list quality) | 74.8% | #3 of 7 |
| Precision@25 | 75.0% | #3 of 6 |
| Precision@100 (long-list quality, headline) | 67.5% | #1 of 5 |
| Relevant companies returned | 3,242 | #1 of 7 |
How Parallel finds similar companies
Parallel surfaces lookalikes via agentic web research with natural-language lookalike prompts. On this benchmark every vendor receives the same compact input (company name + domain + a one-line description), which matches how an AI agent would query it.
Using Parallel from an agent
How an agent runs a lookalike / company search on Parallel — the access model (does the agent get in on its own, or does a human?), the exact call, and the credits.
POST /v1beta/findall/entity-searchkey · free tierParallel alternatives, benchmarked head-to-head
Every alternative below is scored on the same seeds with the same judge — so you can compare relevance directly instead of trusting vendor claims.
| Alternative | How it works | Precision@100 | |
|---|---|---|---|
| Ocean.io | AI-driven lookalike search across a global company graph | 56.5% | compare → |
| Exa | neural company search using a seed name and description | 52.4% | Parallel vs Exa → |
| PredictLeads | similar companies via shared tech / news / jobs co-signals | — | compare → |
| Extruct | domain-based similar-company ranking from a company index | 61.2% | compare → |
| CUFinder | company lookalike finder using a name, domain, or LinkedIn URL | — | compare → |
| Discolike | domain lookalike discovery over BizData company profiles | 35.2% | compare → |
Parallel scores 67.5% Precision@100 on the current cohort. See all vendors on the full benchmark → · What is a company lookalike API? →