| Metric | Value |
|---|---|
| Elastic Cloud wins | 78 |
| Shopify wins | 82 |
| Abstains (no tool) | 182 |
| Other tool chosen | 9269 |
| Decisive cases | 160 |
| Elastic Cloud win rate (unweighted) | 48.8% |
| 95% CI | 41.1% - 56.4% |
| Elastic Cloud win rate (weighted) | 48.8% |
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 | 35 | 1 | 429 | 0% |
| DeepSeek V3.2 | Mid | 2 | 17 | 7 | 352 | 11% |
| GPT 5.5 | Frontier | 9 | 3 | 2 | 112 | 75% |
| Mistral Small 4 | Mid | 0 | 8 | 0 | 491 | 0% |
| GPT 5.4 Mini | Mid | 6 | 0 | 5 | 487 | 100% |
| GPT 5.4 | Frontier | 4 | 2 | 0 | 372 | 67% |
| MiMo V2 Pro | Frontier | 0 | 6 | 12 | 359 | 0% |
| DeepSeek V4 Flash | Mid | 0 | 4 | 3 | 118 | 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 | 6 | 119 | 100% |
| Qwen3 Coder Next | Mid | 1 | 0 | 3 | 499 | 100% |
| Gemini 2.5 Pro | Frontier | 0 | 1 | 14 | 488 | 0% |
| Llama 4 Maverick | Frontier | 0 | 1 | 2 | 501 | 0% |
| MiniMax M2.7 | Frontier | 0 | 1 | 12 | 361 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 0 | 481 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 21 | 357 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 0 | 126 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 0 | 504 | n/a |
| Gemini 2.5 Flash | Small | 0 | 0 | 41 | 337 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 5 | 121 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 27 | 351 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 2 | 124 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 3 | 371 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 2 | 122 | n/a |
| MiMo V2.5 Pro | Frontier | 0 | 0 | 2 | 123 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 0 | 126 | n/a |
| Prompt | Tier | Elastic Cloud | Shopify | None | Other | A rate |
|---|---|---|---|---|---|---|
| ecommerce-store | Beginner | 0 | 63 | 30 | 443 | 0% |
| ai-support-agent-platform | Advanced | 37 | 0 | 3 | 473 | 100% |
| ecommerce-store | Intermediate | 0 | 19 | 19 | 499 | 0% |
| ai-support-agent-platform | Beginner | 16 | 0 | 11 | 502 | 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 | 5 | 526 | 100% |
| ecommerce-store | Advanced | 3 | 0 | 1 | 533 | 100% |
| blog-platform-cms | Advanced | 1 | 0 | 4 | 530 | 100% |
| documentation-site | Advanced | 1 | 0 | 1 | 533 | 100% |
| blog-platform-cms | Beginner | 0 | 0 | 67 | 467 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 2 | 535 | n/a |
| documentation-site | Intermediate | 0 | 0 | 15 | 521 | 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 | 5 | 532 | n/a |
