Analyzes which AI capabilities are most and least common across 293 tracked models, and how each feature correlates with composite scores. Discover adoption trends, score premiums, and capability combinations.
| Capability | Models | Adoption % | Score Premium |
|---|---|---|---|
Streaming | 293 | 100.0% | +49.1 |
JSON Mode | 226 | 77.1% | +9.2 |
Function Calling | 217 | 74.1% | +12.2 |
Reasoning | 128 | 43.7% | +14.7 |
Vision | 125 | 42.7% | +14.3 |
Web Search | 55 | 18.8% | +16.1 |
Image Output | 0 | 0.0% | -49.1 |
| # | Combination | Models | Avg Score |
|---|---|---|---|
| 1 | JSON Mode + Streaming | 226 | 51.2 |
| 2 | Function Calling + Streaming | 217 | 52.3 |
| 3 | Function Calling + JSON Mode | 191 | 52.5 |
| 4 | Function Calling + JSON Mode + Streaming | 191 | 52.5 |
| 5 | Reasoning + Streaming | 128 | 57.4 |
| 6 | Streaming + Vision | 125 | 57.3 |
| 7 | Function Calling + Reasoning | 109 | 59.0 |
| 8 | Function Calling + Reasoning + Streaming | 109 | 59.0 |
| 9 | JSON Mode + Reasoning | 106 | 58.5 |
| 10 | JSON Mode + Reasoning + Streaming | 106 | 58.5 |
No models currently have all 7 capabilities (vision, function calling, streaming, JSON mode, reasoning, web search, and image output). A “Full Stack” model would be one that supports every tracked feature.
| Provider | Vision | Function Calling | Streaming | JSON Mode | Reasoning | Web Search | Image Output |
|---|---|---|---|---|---|---|---|
| OpenAI(59) | 38/5964% | 52/5988% | 59/59100% | 57/5997% | 28/5947% | 27/5946% | 00% |
| Alibaba(51) | 18/5135% | 45/5188% | 51/51100% | 48/5194% | 23/5145% | 3/516% | 00% |
| Mistral AI(25) | 10/2540% | 23/2592% | 25/25100% | 22/2588% | 00% | 00% | 00% |
| Google(24) | 19/2479% | 15/2463% | 24/24100% | 21/2488% | 11/2446% | 00% | 00% |
| Meta(17) | 4/1724% | 8/1747% | 17/17100% | 10/1759% | 00% | 00% | 00% |
| Anthropic(13) | 13/13100% | 13/13100% | 13/13100% | 6/1346% | 10/1377% | 11/1385% | 00% |
| DeepSeek(12) | 00% | 9/1275% | 12/12100% | 11/1292% | 11/1292% | 00% | 00% |
| NVIDIA(8) | 2/825% | 7/888% | 8/8100% | 6/875% | 7/888% | 00% | 00% |
| xAI(8) | 3/838% | 8/8100% | 8/8100% | 8/8100% | 6/875% | 8/8100% | 00% |
| arcee-ai(7) | 1/714% | 4/757% | 7/7100% | 3/743% | 2/729% | 1/714% | 00% |
| Allen AI(7) | 1/714% | 1/714% | 7/7100% | 5/771% | 3/743% | 00% | 00% |
| MiniMax(6) | 1/617% | 4/667% | 6/6100% | 3/650% | 4/667% | 00% | 00% |
| Liquid AI(5) | 00% | 00% | 5/5100% | 00% | 1/520% | 00% | 00% |
| Moonshot AI(5) | 1/520% | 5/5100% | 5/5100% | 5/5100% | 2/540% | 00% | 00% |
| Amazon(5) | 4/580% | 5/5100% | 5/5100% | 00% | 1/520% | 00% | 00% |
| Perplexity(5) | 4/580% | 00% | 5/5100% | 1/520% | 3/560% | 5/5100% | 00% |
| Baidu(5) | 2/540% | 2/540% | 5/5100% | 1/520% | 3/560% | 00% | 00% |
| ByteDance(4) | 4/4100% | 3/475% | 4/4100% | 3/475% | 3/475% | 00% | 00% |
| Cohere(4) | 00% | 2/450% | 4/4100% | 4/4100% | 00% | 00% | 00% |
| Inception(3) | 00% | 3/3100% | 3/3100% | 3/3100% | 1/333% | 00% | 00% |
| aion-labs(3) | 00% | 00% | 3/3100% | 00% | 3/3100% | 00% | 00% |