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.
-
01
Open, fund, and review each provider account.
-
02
Store credentials and follow each billing surface.
-
03
Maintain the client details required by each route.
-
04
Join request evidence across separate consoles.
-
05
Own recovery behavior for every provider boundary.
AIWave gateway route
Use one account and request trail.
-
01
Fund one USD balance and review one account surface.
-
02
Keep one OpenAI-compatible client for supported requests.
-
03
Pin the tested model ID when the workload changes.
-
04
Read model, token classes, status, group, and charge
together.
-
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 |