What “cheapest” should actually mean#
A lower price per token is only a saving if the response quality, context window and tool-calling behavior match what the official API would return. Chasing the lowest number without checking integrity is how people end up on a relay that quietly serves a smaller or quantized model. So treat price and verifiability as one decision, not two.
Rule out downgrading before you optimize price
The cheapest relay is worthless if it swaps the model. Start with how to detect model swapping, then compare prices.
Where a gateway lowers your real cost#
- One bill, no per-vendor overhead. No separate Anthropic, OpenAI and Google accounts, cards, and monthly reconciliation.
- Route each task to the right-priced model. Use a cheaper model for drafts and a frontier model only when it matters — all under one key.
- Add Chinese-made models without extra hurdles. DeepSeek, Kimi and Qwen are often painful to sign up for from abroad; here they're behind the same key.
- Below official list price. DaoXE is priced under going direct — current advantage: typically ~30–80% below list via low-price groups (confirm on the pricing page).
Payment & real cost#
Alipay / WeChat Pay / USDT — a flat 1 RMB = $1
Every method tops up at a flat 1 RMB = $1 of credit, while models bill at their official USD price. At a real ~7 RMB/USD rate, Western flagships (GPT / Claude / Gemini / Grok) come out around 1/7 of official cost (≈85% off) — and because USDT tops up the same way, USD holders abroad get the same deal. Honest caveat: cheaper domestic models (DeepSeek / Qwen / GLM) still beat going direct, just by less — it is not “everything is 1/7”. Rates move; daoxe.com/pricing is authoritative, and a small top-up verifies it.
How to call each model family#
Every family is reachable through the same base URL and key. Claude is available through both the OpenAI-compatible path and the native Anthropic Messages path — use Messages for Claude Code and Anthropic SDKs.
| Model family | How to call it | Price |
|---|---|---|
| Claude (Opus / Sonnet / Haiku) | /v1/messages (native) or /v1/chat/completions | see pricing |
| GPT family | /v1/chat/completions or /v1/responses | see pricing |
| Gemini | /v1/chat/completions | see pricing |
| DeepSeek | /v1/chat/completions | see pricing |
| Kimi / Qwen | /v1/chat/completions | see pricing |
We don't publish invented prices
Per-model prices change and are account-scoped, so this guide shows placeholders instead of numbers. The authoritative source is daoxe.com/pricing and your account's model list.
Quick start (60 seconds)#
- List your models. Copy an exact ID for the family you want.
- Send one small request. Keep
max_tokenstiny to keep the test cheap. - Compare quality & price. Against the official API for the same prompt, at
temperature=0.
export DAOXE_API_KEY="your_api_key"
curl --fail-with-body --show-error --silent \
https://daoxe.com/v1/models \
-H "Authorization: Bearer ${DAOXE_API_KEY}"curl --fail-with-body --show-error --silent \
https://daoxe.com/v1/chat/completions \
-H "Authorization: Bearer ${DAOXE_API_KEY}" \
-H "Content-Type: application/json" \
-d '{
"model": "YOUR_EXACT_MODEL_ID",
"max_tokens": 64,
"messages": [{"role": "user", "content": "Say hello in one sentence."}]
}'The catch nobody mentions#
Some cheap endpoints look great for a week, then quietly degrade — a smaller model, aggressive quantization, or a truncated context window. The fix isn't faith, it's measurement: run a fixed probe set on a schedule and diff against the official API. That's exactly what the open benchmark and the model-swapping guide are for.
Frequently asked questions#
Is a gateway really cheaper than going direct?
It's priced below official list price (current advantage: typically ~30–80% below list via low-price groups), and it removes per-vendor account and billing overhead. Confirm current per-model rates on the pricing page.
Does cheaper mean a worse model?
It shouldn't. Insist on being able to verify: run a fixed probe set and compare against the official API. If a provider resists benchmarking, walk away.
Can I use Chinese-made models like DeepSeek and Kimi from abroad?
Yes — they're behind the same key, which avoids the usual overseas signup and payment friction for those vendors.
How do I get the exact model ID?
Call GET /v1/models with your key and copy an exact ID; IDs are account-scoped.
Try DaoXE — and benchmark it yourself
One key for GPT, Claude, Gemini, DeepSeek and more. Point the open benchmark at us and compare — don't take our word for it.