# Anthropic led AI benchmarks across agents, Code and Overall model *Science. 53% certain. Sunday, 1 November 2026* > Speculative fiction assembled from prediction-market prices. This has not happened. **Google topped the Style-Control model ranking and OpenAI was Second in Code and Agent labs.** Anthropic secured the top position in the AI Agent benchmark as of the end of October 2026. The company also led the LiveBench Overall model ranking and the Code Arena WebDev model competition. Google claimed the #1 spot in the Style-Control model ranking and produced the leading text Arena Math model, while OpenAI placed Second in the AI Agent Lab and Xiaomi was identified as the leading Chinese AI firm. In the Code Arena WebDev arena, Anthropic's model outperformed OpenAI, Moonshot and other contenders. OpenAI earned the Second-best Lab position in that same competition. The AI Agent Lab rankings listed OpenAI as the runner-up behind Anthropic, with Google taking Third place. Anthropic achieved the Second-best Overall AI Lab rating, while Google held the top Style-Control AI Lab spot and Anthropic was Second there. The Text Arena Math challenge ranked Google's model first. These outcomes align with Anthropic's broader leadership across Agent and Code benchmarks. Xiaomi emerged as the top Chinese AI company, ahead of Alibaba, Moonshot and Z.ai. The October results show Anthropic and Google alternating first-place positions across different task sets. OpenAI consistently appeared in Second-place slots in both Code and Agent evaluations. All rankings were compiled at the end of October 2026. The assessments covered Agent, Code and text arenas across multiple laboratories. The finalization of the results occurred on 1 November 2026. ## Analysis Its performance across distinct benchmarks suggests robustness in both specialized and generalist tasks, which could pressure rivals to accelerate development cycles. Google's leadership in the Style-Control model and the text Arena Math model demonstrates continued strength in niche, high-precision applications. OpenAI's consistent Second-place finishes in Code and Agent labs indicate a solid, though not leading, performance level. This positioning may drive the company to focus on differentiating features, pricing strategies, or partnerships to close the gap with Anthropic and Google in upcoming benchmark cycles. ### Background consulted for the analysis - [The Best AI Agents in 2026: 9 Top Picks (Free + Paid)](https://www.accessibilitychecker.org/guides/the-best-ai-agents/) - [Top AI Agent Development Companies - 2026 Reviews | Goodfirms](https://www.goodfirms.co/artificial-intelligence/ai-agent-development) - [Best AI Coding Agents (October 2026): Scored Leaderboard and Coding Agent Benchmark](https://www.morphllm.com/best-ai-coding-agents-2026) - [Best AI Agents in 2026: 30 Tools Tested and Compared](https://felloai.com/best-ai-agents/) ## What this was built from - **Which company has the best AI model end of October?**: Google, 71%; settles Saturday, 31 October 2026 (polymarket). [Market](https://polymarket.com/event/which-company-has-the-best-ai-model-end-of-october) - **Best Chinese AI Company end of October?**: Xiaomi, 59%; settles Saturday, 31 October 2026 (polymarket). [Market](https://polymarket.com/event/best-chinese-ai-company-end-of-october) - **Which company has the best Code Arena WebDev AI model end of October?**: Anthropic, 89%; settles Sunday, 1 November 2026 (polymarket). [Market](https://polymarket.com/event/which-company-has-the-best-code-arena-webdev-ai-model-end-of-october) - **#2 AI Lab end of October? (Style Control On)**: Anthropic, 53%; settles Saturday, 31 October 2026 (polymarket). [Market](https://polymarket.com/event/2-ai-lab-end-of-october-style-control-on) - **Which company has #1 AI model end of October? (Style Control On)**: Google, 75%; settles Saturday, 31 October 2026 (polymarket). [Market](https://polymarket.com/event/which-company-has-1-ai-model-end-of-october-style-control-on) - **Which company has the best AI Agent end of October?**: Anthropic, 95%; settles Sunday, 1 November 2026 (polymarket). [Market](https://polymarket.com/event/which-company-has-the-best-ai-agent-end-of-october) - **Second-best Text Arena Math AI Lab end of October?**: Anthropic, 58%; settles Saturday, 31 October 2026 (polymarket). [Market](https://polymarket.com/event/second-best-text-arena-math-ai-lab-end-of-october) - **Second-best Code Arena WebDev AI Lab end of October?**: OpenAI, 79%; settles Saturday, 31 October 2026 (polymarket). [Market](https://polymarket.com/event/second-best-code-arena-webdev-ai-lab-end-of-october) - **Which company has the best AI model on LiveBench (Mathematics) end of October?**: Anthropic, 78%; settles Saturday, 31 October 2026 (polymarket). [Market](https://polymarket.com/event/which-company-has-the-best-ai-model-on-livebench-mathematics-end-of-october) - **Which company has the best Text Arena Math AI model end of October?**: Google, 54%; settles Saturday, 31 October 2026 (polymarket). [Market](https://polymarket.com/event/which-company-has-the-best-text-arena-math-ai-model-end-of-october) - **Second-best AI Lab end of October?**: Anthropic, 73%; settles Saturday, 31 October 2026 (polymarket). [Market](https://polymarket.com/event/second-best-ai-lab-end-of-october) - **Second-best AI Agent Lab end of October?**: OpenAI, 75%; settles Saturday, 31 October 2026 (polymarket). [Market](https://polymarket.com/event/second-best-ai-agent-lab-end-of-october-20260812152901709) - **Which company has the best AI model on LiveBench (Overall) end of October?**: Anthropic, 94%; settles Sunday, 1 November 2026 (polymarket). [Market](https://polymarket.com/event/which-company-has-the-best-ai-model-on-livebench-overall-end-of-october) - **Third-best AI Agent Lab end of October?**: Google, 67%; settles Saturday, 31 October 2026 (polymarket). [Market](https://polymarket.com/event/third-best-ai-agent-lab-end-of-october-20260812153019470)