| Metric | Value |
|---|---|
| Elastic Cloud wins | 57 |
| Shopify wins | 86 |
| Abstains (no tool) | 194 |
| Other tool chosen | 8924 |
| Decisive cases | 143 |
| Elastic Cloud win rate (unweighted) | 39.9% |
| 95% CI | 32.2% - 48.0% |
| Elastic Cloud win rate (weighted) | 39.9% |
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 | 43 | 0 | 2 | 444 | 100% |
| Devstral 2 2512 | Mid | 0 | 35 | 1 | 451 | 0% |
| DeepSeek V3.2 | Mid | 2 | 22 | 9 | 438 | 8% |
| Mistral Small 4 | Mid | 0 | 11 | 0 | 474 | 0% |
| MiMo V2 Pro | Frontier | 0 | 8 | 13 | 449 | 0% |
| GPT 5.4 | Frontier | 5 | 2 | 1 | 463 | 71% |
| GPT 5.4 Mini | Mid | 4 | 0 | 4 | 475 | 100% |
| Llama 4 Scout | Small | 0 | 4 | 1 | 483 | 0% |
| GPT 5.5 | Frontier | 2 | 0 | 1 | 15 | 100% |
| Qwen3 Coder Next | Mid | 1 | 1 | 7 | 478 | 50% |
| Gemini 2.5 Pro | Frontier | 0 | 1 | 12 | 474 | 0% |
| Llama 4 Maverick | Frontier | 0 | 1 | 1 | 487 | 0% |
| MiniMax M2.7 | Frontier | 0 | 1 | 18 | 448 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 3 | 465 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 27 | 444 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 0 | 18 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 0 | 489 | n/a |
| DeepSeek R1 0528 | Frontier | 0 | 0 | 8 | 481 | n/a |
| DeepSeek V4 Flash | Mid | 0 | 0 | 0 | 18 | n/a |
| DeepSeek V4 Pro | Frontier | 0 | 0 | 0 | 18 | n/a |
| Gemini 2.5 Flash | Small | 0 | 0 | 49 | 422 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 1 | 17 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 30 | 441 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 1 | 17 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 5 | 462 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 0 | 17 | n/a |
| MiMo V2.5 Pro | Frontier | 0 | 0 | 0 | 18 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 0 | 18 | n/a |
| Prompt | Tier | Elastic Cloud | Shopify | None | Other | A rate |
|---|---|---|---|---|---|---|
| ecommerce-store | Beginner | 0 | 55 | 29 | 353 | 0% |
| ai-support-agent-platform | Advanced | 27 | 0 | 3 | 388 | 100% |
| ecommerce-store | Intermediate | 0 | 16 | 20 | 402 | 0% |
| ecommerce-store | Beginner | 0 | 15 | 11 | 68 | 0% |
| ai-support-agent-platform | Beginner | 12 | 0 | 9 | 411 | 100% |
| ai-support-agent-platform | Intermediate | 6 | 0 | 5 | 420 | 100% |
| ecommerce-store | Advanced | 4 | 0 | 2 | 432 | 100% |
| social-media-platform | Advanced | 4 | 0 | 5 | 429 | 100% |
| job-board | Advanced | 2 | 0 | 0 | 436 | 100% |
| blog-platform-cms | Advanced | 1 | 0 | 3 | 432 | 100% |
| documentation-site | Advanced | 1 | 0 | 0 | 435 | 100% |
| blog-platform-cms | Beginner | 0 | 0 | 12 | 83 | n/a |
| blog-platform-cms | Advanced | 0 | 0 | 0 | 95 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 0 | 95 | n/a |
| blog-platform-cms | Beginner | 0 | 0 | 57 | 379 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 1 | 436 | n/a |
| documentation-site | Intermediate | 0 | 0 | 2 | 93 | n/a |
| documentation-site | Advanced | 0 | 0 | 0 | 95 | n/a |
| documentation-site | Beginner | 0 | 0 | 2 | 92 | n/a |
| documentation-site | Intermediate | 0 | 0 | 12 | 425 | n/a |
| documentation-site | Beginner | 0 | 0 | 10 | 426 | n/a |
| ecommerce-store | Intermediate | 0 | 0 | 0 | 95 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 0 | 95 | n/a |
| job-board | Intermediate | 0 | 0 | 1 | 94 | n/a |
| job-board | Advanced | 0 | 0 | 0 | 95 | n/a |
| job-board | Beginner | 0 | 0 | 0 | 95 | n/a |
| job-board | Beginner | 0 | 0 | 1 | 435 | n/a |
| job-board | Intermediate | 0 | 0 | 0 | 438 | n/a |
| social-media-platform | Beginner | 0 | 0 | 3 | 92 | n/a |
| social-media-platform | Advanced | 0 | 0 | 0 | 95 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 0 | 95 | n/a |
| social-media-platform | Beginner | 0 | 0 | 6 | 432 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 0 | 438 | n/a |
