| Metric | Value |
|---|---|
| Elastic Cloud wins | 87 |
| Shopify wins | 114 |
| Abstains (no tool) | 284 |
| Other tool chosen | 12622 |
| Decisive cases | 201 |
| Elastic Cloud win rate (unweighted) | 43.3% |
| 95% CI | 36.6% - 50.2% |
| Elastic Cloud win rate (weighted) | 43.3% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Elastic Cloud | Shopify | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 2 | 29 | 13 | 642 | 6% |
| DeepSeek Pro 4–4 0813 | Frontier | 1 | 0 | 7 | 154 | 100% |
| DeepSeek R1 | Frontier | 1 | 0 | 12 | 674 | 100% |
| Devstral | Mid | 0 | 46 | 2 | 599 | 0% |
| Gemini Flash 2.5–3.8 | Small | 0 | 0 | 63 | 624 | n/a |
| Gemini Pro 2.5–3.1 Preview | Frontier | 1 | 1 | 17 | 666 | 50% |
| GLM 5 Turbo–5.3 | Frontier | 0 | 0 | 38 | 649 | n/a |
| GPT 5.4–6 Astra | Frontier | 17 | 6 | 11 | 653 | 74% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 58 | 3 | 8 | 617 | 95% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 6 | 0 | 14 | 659 | 100% |
| Haiku | Small | 0 | 0 | 6 | 657 | n/a |
| Kimi 2.5–3 | Frontier | 0 | 0 | 7 | 672 | n/a |
| Llama Maverick | Frontier | 0 | 1 | 5 | 681 | 0% |
| Llama Scout | Small | 0 | 5 | 2 | 676 | 0% |
| MiMo Pro 2–2.6 | Frontier | 0 | 8 | 16 | 659 | 0% |
| MiniMax M 2.7–3 | Frontier | 0 | 1 | 20 | 660 | 0% |
| Mistral Small | Mid | 0 | 13 | 0 | 669 | 0% |
| Opus 4.6–5.5 | Frontier | 0 | 0 | 31 | 656 | n/a |
| Qwen Coder | Mid | 1 | 1 | 7 | 673 | 50% |
| Sonnet 4.6–5.5 | Frontier | 0 | 0 | 5 | 682 | n/a |
| Prompt | Tier | Elastic Cloud | Shopify | None | Other | A rate |
|---|---|---|---|---|---|---|
| ecommerce-store | Beginner | 0 | 72 | 32 | 491 | 0% |
| ai-support-agent-platform | Advanced | 41 | 0 | 4 | 525 | 100% |
| ecommerce-store | Beginner | 0 | 22 | 19 | 110 | 0% |
| ecommerce-store | Intermediate | 0 | 20 | 20 | 556 | 0% |
| ai-support-agent-platform | Beginner | 17 | 0 | 12 | 559 | 100% |
| ai-support-agent-platform | Intermediate | 11 | 0 | 9 | 569 | 100% |
| job-board | Advanced | 6 | 0 | 1 | 589 | 100% |
| social-media-platform | Advanced | 6 | 0 | 7 | 582 | 100% |
| ecommerce-store | Advanced | 4 | 0 | 3 | 589 | 100% |
| blog-platform-cms | Advanced | 1 | 0 | 4 | 589 | 100% |
| documentation-site | Advanced | 1 | 0 | 1 | 592 | 100% |
| blog-platform-cms | Beginner | 0 | 0 | 80 | 514 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 0 | 152 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 6 | 589 | n/a |
| blog-platform-cms | Beginner | 0 | 0 | 22 | 147 | n/a |
| blog-platform-cms | Advanced | 0 | 0 | 0 | 168 | n/a |
| documentation-site | Beginner | 0 | 0 | 2 | 148 | n/a |
| documentation-site | Beginner | 0 | 0 | 11 | 583 | n/a |
| documentation-site | Intermediate | 0 | 0 | 2 | 165 | n/a |
| documentation-site | Advanced | 0 | 0 | 0 | 170 | n/a |
| documentation-site | Intermediate | 0 | 0 | 18 | 577 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 0 | 152 | n/a |
| ecommerce-store | Intermediate | 0 | 0 | 1 | 168 | n/a |
| job-board | Beginner | 0 | 0 | 2 | 169 | n/a |
| job-board | Intermediate | 0 | 0 | 3 | 149 | n/a |
| job-board | Beginner | 0 | 0 | 3 | 591 | n/a |
| job-board | Advanced | 0 | 0 | 1 | 170 | n/a |
| job-board | Intermediate | 0 | 0 | 3 | 593 | n/a |
| social-media-platform | Beginner | 0 | 0 | 8 | 588 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 1 | 594 | n/a |
| social-media-platform | Advanced | 0 | 0 | 1 | 169 | n/a |
| social-media-platform | Beginner | 0 | 0 | 7 | 164 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 1 | 151 | n/a |
