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10,000 AI Agents. Zero Failures. 4.4 Minutes.
June 7, 2026· 6 min read

10,000 AI Agents. Zero Failures. 4.4 Minutes.

## The Numbers Nobody Else Can Show Today, we ran 10,000 AI agents simultaneously on AINative Agent Cloud infrastructure. Every single one completed successfully. Every single one made at least one tool call. Total time: 4 minutes and 24 seconds.
Metric Result
Agents10,000
Success Rate100%
Tool Calls9,299
Tokens Processed2,960,703
Duration4.4 minutes
P50 Latency8.03 seconds
P95 Latency18.32 seconds
Throughput37.9 requests/second
**Update:** We've since pushed to [15,000 agents with 14,291 tool calls](https://ainative.studio/blog/15000-agents-largest-swarm-benchmark) — the largest published agent swarm benchmark in the industry. --- ## Why This Matters
Platform Scale Result
CrewAI~50 agents44% failure rate
LangGraphConcurrent2.70 RPS, P95 16.9s
OpenAI Agents SDK—Not production-ready
Swarms AI500/batchNo published benchmark
AWS Bedrock AgentCore"Thousands"No published numbers
AINative Agent Cloud15,000 agents100% success rate
--- ## What Each Agent Actually Did Each of the 10,000 agents: 1. **Received a unique task** — analyzing AI infrastructure, coordinating swarm behavior, evaluating memory systems, or optimizing inference costs 2. **Made tool calls** — `store_memory`, `search_knowledge`, and `send_signal` 3. **Generated a response** using one of four production LLMs 4. **Completed independently** — no shared state, no sequential bottlenecks --- ## The Scale Progression
Agents Success Time P50 Latency Throughput
200100%50s1.6s4.0 rps
1,000100%2.6 min1.07s6.3 rps
5,000100%2.5 min15.5s62.0 rps
10,000100%4.4 min8.03s37.9 rps
15,000100%60.7 min10.84s4.2 rps
--- ## The Cost This benchmark processed 2.96 million tokens across 10,000 agents with tool calls. Here's what that costs:
Platform 10K Benchmark Rate
AINative Agent Cloud$3.49$1.18/1M tokens
Groq$2.04$0.69/1M tokens
Together.ai$3.08$1.04/1M tokens
AWS Bedrock$6.66$2.25/1M tokens
Anthropic (Claude Sonnet)$26.65$9.00/1M tokens
OpenAI (GPT-4o)$37.01$12.50/1M tokens
**At scale — what does sustained agent workload cost?**
Workload Agent Runs AINative Cost
Single 10K run10,000$3.49
10 runs/day100,000$35.40
100 runs/day1,000,000$354
100 runs/day for a month30,000,000$10,620
Platform 30M Agents/Month vs AINative
AINative Agent Cloud$10,620Baseline
AWS Bedrock$20,2501.9x more
Anthropic (Claude Sonnet)$81,0007.6x more
OpenAI (GPT-4o)$112,50010.6x more
*Disclaimer: All pricing is based on published provider rates as of June 2026 and is subject to change. Competitor rates reflect Llama 70B class models where available. AINative rate is the blended average across all four benchmark models. See [ainative.studio/pricing](https://ainative.studio/pricing) for current rates.* --- ## The Infrastructure **Four models in rotation:** - Llama 3.3 70B Instruct - Llama 4 Maverick - Mistral 3 14B - Gemma 4 31B --- ## What's Next: 20,000 Agent Swarm [Read the 15K benchmark results →](https://ainative.studio/blog/15000-agents-largest-swarm-benchmark) --- ## Try It Yourself - **Documentation**: [docs.ainative.studio](https://docs.ainative.studio) - **API**: [api.ainative.studio](https://api.ainative.studio) - **MCP Server**: `pip install zerodb-mcp`

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