benchmarks/lookalikes/Discolike
lookalike benchmark

Discolike similar-companies API (lookalikes), independently benchmarked

Discolike's similar-companies — or "lookalike" — API finds companies that resemble a seed account using domain lookalike discovery over BizData company profiles. Here is how it actually scored on the independent Openbenchmarks lookalike benchmark, and the Discolike alternatives.

How Discolike scored

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

MetricDiscolikeStanding
Precision@10 (top-of-list quality)43.0%#6 of 7
Precision@2541.5%#6 of 6
Precision@100 (long-list quality, headline)35.2%#5 of 5
Relevant companies returned1,654#5 of 7

How Discolike finds similar companies

Discolike surfaces lookalikes via domain lookalike discovery over BizData company profiles. 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 Discolike from an agent

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

Discolike
mcp
toolcompany discovery and enrichment
authDiscoLike account sign-in (OAuth)
creditsplan-based
mcp docs ↗
api
GET /v1/discover?domain={domain}human key
authx-discolike-key
creditsStarter plan
api docs ↗

Discolike 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 →
CUFindercompany lookalike finder using a name, domain, or LinkedIn URLcompare →

Discolike scores 35.2% Precision@100 on the current cohort. See all vendors on the full benchmark → · What is a company lookalike API? →