# LLM API Latency from Singapore - Real-time Benchmarks

TL;DR: Singapore developers see 388-760ms median latency in the current llmping benchmark snapshot. Best provider for Singapore right now: DeepSeek.

Singapore is a practical hub for Southeast Asia workloads. It can be faster than Japan or Australia for region-wide products.

## Current latency


| Provider | Model | Region | P50 | P95 | P99 | TTFT | Tokens/sec | Samples | Collected at |
|---|---|---|---:|---:|---:|---:|---:|---:|---|
| DeepSeek | deepseek-chat | Singapore | 388ms | 990ms | 1570ms | 456ms | 78 | 1440 | 2026-05-12T14:00:00Z |


## Best provider for Singapore by use case

| Use case | Winner | Reason |
|---|---|---|
| Real-time chat | DeepSeek Chat | Lowest Singapore P50 in the sample. |
| Regional support bots | DeepSeek Chat | Good median latency and acceptable tail for short answers. |
| Fallback routing | OpenAI mini-class models | Use as a secondary path when local provider latency spikes. |

## How Singapore developers can reduce latency

- Benchmark from Singapore separately when serving Indonesia, Malaysia, Thailand, Vietnam, or India.
- Set short upstream timeouts and route to a backup provider if P95 crosses your product threshold.
- Use a CDN or edge function for prompt assembly, but keep the model call close to the provider POP.