When building an AI feature, choosing an LLM API affects cost, latency, and control.
Criteria
- Latency: Groq and some dedicated providers offer very low latency. OpenAI and Anthropic are typically 200–500 ms.
- Cost: Open-source via Together, Replicate, or Groq can be cheaper per token. OpenAI and Anthropic have free tiers and usage-based pricing.
- Features: Function calling, vision, long context, and fine-tuning vary by provider.
- Vendor lock-in: Use a unified SDK (e.g. Vercel AI SDK) to swap providers without rewriting app code.
Suggested flow
- Prototype: OpenAI or Anthropic for speed.
- Scale / cost: Add Groq or Together for high-volume or open models.
- Privacy / on-prem: Ollama or self-hosted open models.
Use the Compare page on db.fyi to see APIs side by side.