benchmarks/lookalikes/PredictLeads
lookalike benchmark

PredictLeads similar-companies API (lookalikes), independently benchmarked

PredictLeads's similar-companies — or "lookalike" — API finds companies that resemble a seed account using similar companies via shared tech / news / jobs co-signals. Here is how it actually scored on the independent Openbenchmarks lookalike benchmark, and the PredictLeads alternatives.

How PredictLeads scored

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

MetricPredictLeadsStanding
Precision@10 (top-of-list quality)95.8%#1 of 7
Precision@2577.2%#2 of 6
Precision@100 (long-list quality, headline)
Relevant companies returned928#6 of 7

How PredictLeads finds similar companies

PredictLeads surfaces lookalikes via similar companies via shared tech / news / jobs co-signals. 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 PredictLeads from an agent

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

PredictLeads
mcp
toolunverified · key-gated
authX-Api-Key + X-Api-Token — requires human key setup
creditsplan-based
mcp docs ↗
api
GET /api/v3/companies/{domain}/similar_companieshuman key
authX-Api-Key + X-Api-Token
creditsplan-based
api docs ↗

PredictLeads 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%PredictLeads vs Exa →
Parallelagentic web research with natural-language lookalike prompts67.5%compare →
Extructdomain-based similar-company ranking from a company index61.2%compare →
CUFindercompany lookalike finder using a name, domain, or LinkedIn URLcompare →
Discolikedomain lookalike discovery over BizData company profiles35.2%compare →

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