Operating-path comparison

Choose the work you want to own.

Direct routes keep each provider relationship separate. AIWave puts the account, USD balance, request contract, and billing record behind one route. Neither path removes the need to test the model with your workload.

Compare responsibilities, not slogans.

The useful difference is the operating work around each request.

Account, billing, client, evidence, recovery
Direct provider routes

Keep each upstream relationship.

  1. 01

    Open, fund, and review each provider account.

  2. 02

    Store credentials and follow each billing surface.

  3. 03

    Maintain the client details required by each route.

  4. 04

    Join request evidence across separate consoles.

  5. 05

    Own recovery behavior for every provider boundary.

AIWave gateway route

Use one account and request trail.

  1. 01

    Fund one USD balance and review one account surface.

  2. 02

    Keep one OpenAI-compatible client for supported requests.

  3. 03

    Pin the tested model ID when the workload changes.

  4. 04

    Read model, token classes, status, group, and charge together.

  5. 05

    Keep application-level timeout, retry, and acceptance rules.

AIWave reduces repeated provider administration. It does not guarantee upstream availability, model quality, or workload acceptance.

Check the effective group before comparing cost.

The configuration checked 2026-09-13 reports default ×1 and VIP ×0.9. Listed rates use default billing. Select VIP when you create an API key to pay 10% less.

Group math checked 2026-09-13
Keep the comparison dated.
Rates and upstream behavior can change. Save the source date and request result with the decision.

Use one reference row to set a test budget.

These are dated gateway price rows, not quality scores or permanent recommendations. Run the payload and record errors and output acceptance yourself.

AIWave rate rows · see per-row effective dates
Dated representative gateway rate by provider family
Model ID Provider Input Cache Hit Output
deepseek-v4-flash DeepSeek $0.638 $0.0202884 $1.914
glm-5.1 GLM $2.1 $0.680001 $6.6
kimi-k3 Kimi $4.5 $0.9 $22.5
ernie-5.0 ERNIE $2.46575 $0.2465754 $9.31513
MiniMax-M3 MiniMax $0.90608 $0.181216 $3.62432
qwen3.8-max Qwen $2.67805 Not listed $8.03416
doubao-seed-2-1-pro-260628 Doubao $1.33903 Not listed $6.69513
step-3.7-flash StepFun $0.4 $0.08 $2.4
xiaomi/mimo-v2.5-pro MiMo $1.5622 Not listed $4.68659