benchmarks/lookalikes/CUFinder
lookalike benchmark

CUFinder similar-companies API (lookalikes), independently benchmarked

CUFinder's similar-companies — or "lookalike" — API finds companies that resemble a seed account using company lookalike finder using a name, domain, or LinkedIn URL. Here is how it actually scored on the independent Openbenchmarks lookalike benchmark, and the CUFinder alternatives.

How CUFinder scored

Same B2B seed companies as every other vendor; an LLM judge scores each returned company for relevance. See the full methodology and matrix →

MetricCUFinderStanding
Precision@10 (top-of-list quality)37.5%#7 of 7
Precision@25
Precision@100 (long-list quality, headline)
Relevant companies returned176#7 of 7

How CUFinder finds similar companies

CUFinder surfaces lookalikes via company lookalike finder using a name, domain, or LinkedIn URL. 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 CUFinder from an agent

How an agent runs a lookalike / company search on CUFinder — the access model (does the agent get in on its own, or does a human?), the exact call, and the credits.

CUFinder
mcp
toolB2B company intelligence
authCUFinder API key
creditsGrowth plan · API units
mcp docs ↗
api
POST /v2/fclhuman key
authx-api-key
credits5 credits / returned record
api docs ↗

CUFinder 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.

AlternativeHow it worksPrecision@100
Ocean.ioAI-driven lookalike search across a global company graph56.5%compare →
Exaneural company search using a seed name and description52.4%compare →
Parallelagentic web research with natural-language lookalike prompts67.5%compare →
PredictLeadssimilar companies via shared tech / news / jobs co-signalscompare →
Extructdomain-based similar-company ranking from a company index61.2%compare →
Discolikedomain lookalike discovery over BizData company profiles35.2%compare →

See all vendors on the full benchmark → · What is a company lookalike API? →