Prompt
Anthropic API is too slow for my app what else should I use
Latest observation
Oct 8, 2026
OpenAI APIWeb search: off
If Anthropic feels too slow for your app, the best alternative depends on what you need most: latency, quality, cost, context length, or tool use. Common faster options are:
Good alternatives
- OpenAI
Often a strong default for speed + quality. Their smaller/optimized models can be very fast. - Google Gemini
Can be fast, especially for some multimodal and long-context tasks. - Mistral
Often a good choice if you want low latency and competitive cost, especially for simpler tasks. - Cohere
Useful for enterprise/search/RAG workflows; speed can be solid depending on model. - Open-source models via hosted providers
Examples: Llama, Qwen, Mixtral through providers like Together, Fireworks, Groq, Replicate, DeepInfra, etc. Some of these are extremely fast.
If speed is your main goal
Consider providers known for low latency:
- Groq: very fast inference for supported models
- Fireworks AI: optimized serving, often fast
- Together AI: broad open-model access, decent speed
- DeepInfra: often cost-effective and reasonably fast
How to choose
- Need best overall quality: OpenAI or Anthropic
- Need lowest latency: Groq, Fireworks, or smaller OpenAI/Gemini models
- Need cheaper at scale: Mistral or open-model providers
- Need long context: Gemini or some hosted open models
Also consider reducing latency without switching
- Use a smaller model
- Lower max output tokens
- Stream responses
- Cache repeated prompts/results
- Use prompt truncation/summarization
- Parallelize independent calls
If you want, I can recommend the best alternative specifically for your app if you tell me:
- your use case,
- your current Anthropic model,
- your target response time, and
- whether you care more about cost or quality.