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Assembling the frontier
Ranking the latest models and provider endpoints.
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Ranking the latest models and provider endpoints.
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Select up to 4 models to analyze quality, performance, pricing, and benchmarks.
Quick picks from top 10 models by Quality Index
Highest Quality
Qwen3.8 2.4T A95B
57.7
Fastest Output
Qwen3.8 2.4T A95B
48 tok/s
Best Value
GLM-5.3-Flash
$0.12/M
Quality, Speed, Context, and Value at a glance
| Metric | GLM-5.3-Flash | Qwen3.8 2.4T A95B |
|---|---|---|
| Creator | Z AI | Alibaba |
| Quality Index | 57.5 | 57.7👑 |
| Price per Million Tokens | $0.12💰 | $2.85 |
| Output Speed | 46 tok/s | 48 tok/s⚡ |
| Context Window | 1.0M📚 | 262K |
| Latency (TTFT) | 2.70s🚀 | 2.91s |
| Provider | Bitdeer AI (FP8)5 more providers |
Estimated cost based on 1 million tokens per day usage
GLM-5.3-Flash
$4
/month
Qwen3.8 2.4T A95B
$85
/month
Use coding, reasoning, math, and tool-use benchmarks to see where a model is actually strong instead of relying on a single overall score. A model that leads in quality may still be wrong for your workflow if your primary constraint is latency or cost.
The same model can be cheap on one host and expensive on another, or fast on one provider and unusable on the next. If the model looks promising, move to provider comparison before you commit.
Ranking library
Focused rankings for the decisions engineers actually make.