benchmarks/lookalikes/Exa
lookalike benchmark

Exa similar-companies API (lookalikes), independently benchmarked

Exa's similar-companies — or "lookalike" — API finds companies that resemble a seed account using neural web search with a 'similar to this URL' endpoint. Here is how it actually scored on the independent Openbenchmarks lookalike benchmark, and the Exa alternatives.

How Exa scored

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

MetricExaStanding
Precision@10 (top-of-list quality)77.9%#3 of 5
Precision@5047.7%#4 of 5
Precision@100 (long-list quality, headline)25.8%#4 of 5
Relevant companies returned619#4 of 5
Cost per relevant company<$0.01#1 of 1

How Exa finds similar companies

Exa surfaces lookalikes via neural web search with a 'similar to this URL' endpoint. 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. An autonomous agent can obtain a working API key on its own (email OTP). self-serve · email OTP

Exa API docs ↗ · MCP ↗ · Exa site ↗

Exa 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
OpenFunnelembeddings over a company index69.8%compare →
Ocean.ioAI-driven lookalike search across a global company graph48.6%Exa vs Ocean.io →
Parallelan agentic research API; lookalikes via Entity Search56.5%Exa vs Parallel →
PredictLeadssimilar companies via shared tech / news / jobs co-signals19.4%Exa vs PredictLeads →

Exa scores 25.8% Precision@100 on the current cohort. There is no single overall winner — precision and cost favor different vendors, so pick on the axis that matches your workflow. See all vendors on the full benchmark → · What is a company lookalike API? →