benchmarks/lookalikes/Ocean.io vs Exa
lookalike benchmark · head-to-head

Ocean.io vs Exa for finding similar companies (lookalike APIs), benchmarked

Both Ocean.io and Exa return companies that resemble a seed account — Ocean.io via AI-driven lookalike search across a global company graph, Exa via neural company search using a seed name and description. Here is how they compare on identical B2B seed companies, scored by the same LLM judge.

Ocean.io vs Exa, scored on the same seeds

Same input, same judge, same seed companies — so the gaps below reflect relevance, not different test sets. See the full methodology and matrix →

MetricOcean.ioExaWinner
Precision@10 (top-of-list quality)73.2%95.0%Exa
Precision@2567.1%80.8%Exa
Precision@100 (long-list quality, headline)56.5%52.4%Ocean.io
Relevant companies returned2,6572,515Ocean.io

How Ocean.io and Exa find lookalikes

Ocean.io surfaces lookalikes via AI-driven lookalike search across a global company graph; Exa via neural company search using a seed name and description. Same seed, same top-K, same LLM judge — so the mechanism difference shows up directly in the relevance numbers above.

Agent sign-up and use instructions

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

Ocean.io
mcp
toolsearch_companies
authX-Api-Token — requires human key setup
credits0.2 credits / result · paid
mcp docs ↗
api
POST /v3/search/companieshuman key
authX-Api-Token
creditsaccount credits · paid
api docs ↗
Exa
mcp
toolno company search
authkeyless
credits
mcp docs ↗
api
POST api.exa.ai/search · category: companykey · free tier
authx-api-key from dashboard
credits20k free requests / mo
x402keyless pay-per-call — this /search call is x402-payable
api docs ↗

Comparing other vendors? See the full benchmark → · What is a company lookalike API? →