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 from a seed-anchored capability query. Here is how they compare on identical B2B seed companies, scored by the same three-model LLM judge panel.

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)74.3%80.8%Exa
Precision@100 (long-list quality, headline)59.5%48.6%Ocean.io
Relevant companies returned2,7992,331Ocean.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 from a seed-anchored capability query. 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
authx-api-key from dashboard
credits$20 credits on sign-up · $10 free credits / mo
x402keyless pay-per-call — this /search call is x402-payable
api docs ↗

Comparing other vendors? See the full benchmark → ·