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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.
💰inclusionAI: Ling 3.1 Flash is 63% cheaper than Amazon Titan Text Express
Price (lower is better), Speed/Latency (lower is better), Performance (higher is better)
inclusionAI: Ling 3.1 Flash is 167% cheaper
| Spec | Amazon Titan Text Express | inclusionAI: Ling 3.1 Flash |
|---|---|---|
| Provider | amazon | inclusionai |
| Input price / 1M tokens | $0.20 | $0.07 |
| Output price / 1M tokens | $0.60 | $0.23 |
| Context window | 8k tokens | 1000k 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.
Ling 3.1 Flash is a hybrid reasoning mixture-of-experts model from inclusionAI, with 25B active parameters out of 560B total.
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