| Metric | Value |
|---|---|
| Elastic Cloud wins | 77 |
| Shopify wins | 84 |
| Abstains (no tool) | 186 |
| Other tool chosen | 9263 |
| Decisive cases | 161 |
| Elastic Cloud win rate (unweighted) | 47.8% |
| 95% CI | 40.3% - 55.5% |
| Elastic Cloud win rate (weighted) | 47.8% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Elastic Cloud | Shopify | None | Other | A rate |
|---|---|---|---|---|---|---|
| GPT 5.3 Codex | Frontier | 54 | 0 | 1 | 448 | 100% |
| Devstral 2 2512 | Mid | 0 | 36 | 1 | 446 | 0% |
| DeepSeek V3.2 | Mid | 2 | 17 | 8 | 369 | 11% |
| GPT 5.5 | Frontier | 8 | 3 | 2 | 95 | 73% |
| Mistral Small 4 | Mid | 0 | 9 | 0 | 490 | 0% |
| GPT 5.4 | Frontier | 5 | 2 | 0 | 389 | 71% |
| MiMo V2 Pro | Frontier | 0 | 6 | 13 | 376 | 0% |
| GPT 5.4 Mini | Mid | 5 | 0 | 5 | 488 | 100% |
| DeepSeek V4 Flash | Mid | 0 | 4 | 3 | 100 | 0% |
| Llama 4 Scout | Small | 0 | 4 | 1 | 497 | 0% |
| DeepSeek R1 0528 | Frontier | 1 | 0 | 10 | 493 | 100% |
| DeepSeek V4 Pro | Frontier | 1 | 0 | 5 | 102 | 100% |
| Qwen3 Coder Next | Mid | 1 | 0 | 5 | 496 | 100% |
| Gemini 2.5 Pro | Frontier | 0 | 1 | 12 | 490 | 0% |
| Llama 4 Maverick | Frontier | 0 | 1 | 2 | 501 | 0% |
| MiniMax M2.7 | Frontier | 0 | 1 | 13 | 378 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 0 | 481 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 22 | 374 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 0 | 108 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 0 | 504 | n/a |
| Gemini 2.5 Flash | Small | 0 | 0 | 42 | 354 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 4 | 104 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 28 | 368 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 2 | 106 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 4 | 388 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 1 | 105 | n/a |
| MiMo V2.5 Pro | Frontier | 0 | 0 | 2 | 105 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 0 | 108 | n/a |
| Prompt | Tier | Elastic Cloud | Shopify | None | Other | A rate |
|---|---|---|---|---|---|---|
| ecommerce-store | Beginner | 0 | 65 | 30 | 441 | 0% |
| ai-support-agent-platform | Advanced | 35 | 0 | 3 | 475 | 100% |
| ecommerce-store | Intermediate | 0 | 19 | 20 | 498 | 0% |
| ai-support-agent-platform | Beginner | 16 | 0 | 10 | 503 | 100% |
| ai-support-agent-platform | Intermediate | 9 | 0 | 6 | 514 | 100% |
| job-board | Advanced | 6 | 0 | 1 | 530 | 100% |
| social-media-platform | Advanced | 5 | 0 | 6 | 525 | 100% |
| ecommerce-store | Advanced | 4 | 0 | 2 | 531 | 100% |
| blog-platform-cms | Advanced | 1 | 0 | 3 | 531 | 100% |
| documentation-site | Advanced | 1 | 0 | 0 | 534 | 100% |
| blog-platform-cms | Beginner | 0 | 0 | 69 | 465 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 2 | 534 | n/a |
| documentation-site | Intermediate | 0 | 0 | 16 | 520 | n/a |
| documentation-site | Beginner | 0 | 0 | 10 | 525 | n/a |
| job-board | Intermediate | 0 | 0 | 0 | 537 | n/a |
| job-board | Beginner | 0 | 0 | 1 | 534 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 1 | 535 | n/a |
| social-media-platform | Beginner | 0 | 0 | 6 | 531 | n/a |