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AI research · Vendor site 2026-10-04
Olam Labs evaluates frontier AI models in multi-agent simulations where agents cooperate, deceive, and negotiate across games and enterprise-style tasks. The team publishes arena ratings and works with labs on behavioral safety and capability benchmarks.
Frontier labs and researchers needing multi-agent behavioral evaluations beyond single-turn benchmarks.
Engagements are contact-led for custom evaluations rather than self-serve product tiers with public pricing.
Olam Labs stresses social multi-agent simulations—negotiation, alliances, and deception—as high-fidelity signals for safety and capability beyond static benchmarks.
What it can do
Unknown is different from unavailable. Each fact carries its own evidence.
| Capability | Value | Evidence | Checked |
|---|---|---|---|
| Multi-agent sims | Homepage defines evaluations as multiple agents sharing simulated environments with designed incentives. | Facts sourced | 2026-10-04 |
| Arena ratings | Site publishes an overall arena leaderboard ranking frontier models across negotiation-style games. | Facts sourced | 2026-10-04 |
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Pricing
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Official monthly price not confirmed
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Olam Labs evaluates frontier AI models in multi-agent simulations where agents cooperate, deceive, and negotiate across games and enterprise-style tasks. The team publishes arena ratings and works with labs on behavioral safety and capability benchmarks.
Not confirmed. This record does not confirm an ongoing free plan.
A listed monthly price has not been confirmed. See the plan cards for entitlements, billing commitments and seat minimums.
Not confirmed. API access and subscription access may have different terms; consult the linked sources.
Engagements are contact-led for custom evaluations rather than self-serve product tiers with public pricing.
No retained pricing changes yet. A current price alone does not establish a historical trend.
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