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Side-by-side comparison of API pricing, context window, latency, and benchmark performance. Data refreshed daily from provider APIs and ModelStop's own latency probes.
💰gemma-4-12B-it-MLX-8bit is 100% cheaper than Amazon Titan Text Express
Price (lower is better), Speed/Latency (lower is better), Performance (higher is better)
gemma-4-12B-it-MLX-8bit is Infinity% cheaper
| Spec | Amazon Titan Text Express | gemma-4-12B-it-MLX-8bit |
|---|---|---|
| Provider | amazon | atomicchat |
| Input price / 1M tokens | $0.20 | Free |
| Output price / 1M tokens | $0.60 | — |
| Context window | 8k tokens | — |
| Latency (p50) | — | — |
| Best benchmark score | — | — |
| Open source | No | No |
Amazon Titan Text Express is a generative LLM for summarization, text generation, classification, open-ended Q&A, and information extraction. Optimized for enterprise workloads via AWS Bedrock.
Open-source gemma-4-12B-it-MLX-8bit model from atomicchat — available for download and self-hosting on Hugging Face.
Want to swap in a different model or estimate monthly costs?