Head to head · LLM inference · October 2026 research run

RouterPlus vs StepFun API

RouterPlus scores 51.2 (D) on agent readiness against StepFun API's 44.1 (E), and leads in 5 of 7 scored categories. StepFun API leads on maintenance & community and transparency & trust. Both do llm inference.

Best model APIs and inference for AI agents · All 190 models comparisons

Which one, for what

RouterPlus D

Best for Teams that call Claude and GPT models from one key and want the cost of every call in the response, with their own provider keys where they have them.

Ahead on

  • Reliability, 45 against 28
  • Schema & documentation, 59 against 53
  • Security & auth, 62 against 41
  • Payments & pricing, 40 against 20

Watch for

No terms of service, privacy policy, status page, changelog or security.txt found for the gateway

StepFun API E

Best for Long-context agent and coding work over text, screenshots and video at a low per-token price, where a preview model is acceptable.

Ahead on

  • Maintenance & community, 50 against 44
  • Transparency & trust, 55 against 38

Watch for

Step 5 Preview is labelled a preview, and no release date or support commitment was found

Score by category

CategoryWeight this runRouterPlusStepFun APIEdge
Reliability16%204528RouterPlus +17
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.25953RouterPlus +6
Agent ergonomics13%16.27168RouterPlus +3
Security & auth14%17.56241RouterPlus +21
Payments & pricing10%12.54020RouterPlus +20
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.84450StepFun API +6
Transparency & trust7%8.83855StepFun API +17
Negative events≤15-20
TotalD 51.2/100E 44.1/100

Facts side by side

FactRouterPlusStepFun API
KindModel routerModel API
VendorRouterPlusStepFun
Hosted endpointhttps://api.routerplus.com/v1https://api.stepfun.ai/v1
TransportsHTTPHTTP
AuthAPI keyAPI key
PricingPay per usePay per use
x402nono
LicenceClosed service. No terms of service for the gateway were found on routerplus.com or app.routerplus.com on 13 October 2026. The only terms on the site govern the capacity request form and name EVO HQ Inc, a Delaware corporation (https://routerplus.com/capacity/terms/).Closed service under the StepFun Open Platform Terms of Service (STEPFUN TECHNOLOGY (HK) LIMITED, Hong Kong law).
Read-only variant documentednono
llms.txtyesyes
Terms last updatedno document linkedcouldn't be read
Privacy policy last updatedno document linkedcouldn't be read
Customer content may train modelscouldn't be read
Terms restrict automated accesscouldn't be read
Terms restrict benchmarkingcouldn't be read
Terms or service can change without noticecouldn't be read
Arbitration or class-action waivercouldn't be read

Verdicts

RouterPlus

The docs are written for agents, every model price is public, and each response carries its own cost. No terms of service, privacy policy, status page or changelog were found. Signup adds no free credit, and the chat catalogue is Claude and GPT only.

StepFun API

StepFun's API serves Step 5 Preview with a 1M-token context, video input, strict JSON Schema output and published per-token prices, documented in Markdown with an llms.txt. The model is a preview with no release date found, there's no free allowance or SLA, and the terms and privacy policy leave room to train on customer data.

Before you call either

RouterPlus

  1. Send max_tokens on every request. Without it the balance hold assumes up to 32,768 output tokens and can return insufficient_quota on a small balance
  2. Switch on error_type. Retry rate_limit after retry-after, and stop on insufficient_quota, which needs a person to add credit or raise a cap
  3. Don't add a retry loop on top of the SDK's. There is no idempotency key, so a retry that reaches a provider is billed again
  4. Copy model ids from GET /v1/models or /api/models.json. An unknown id is a 404 and the gateway never substitutes one
  5. Use /v1/messages for Claude when you need thinking or server tools, and /v1/chat/completions with response_format only for GPT ids

StepFun API

  1. Set max_tokens yourself. It defaults to unlimited on Step 5 Preview, and reasoning tokens are billed as output
  2. Use response_format with type: json_schema and strict: true when the shape matters. JSON Mode alone isn't schema-checked
  3. Back off and retry on 429, 500, 503 and 504. The docs give no Retry-After header or backoff schedule
  4. Expect HTTP 451 or finish_reason: content_filter when content fails StepFun's review, and don't retry the same input
  5. Use api.stepfun.ai for the international platform. api.stepfun.com is the China platform with yuan pricing

Questions

Which is better for AI agents, RouterPlus or StepFun API?

RouterPlus scores 51.2 (D) on agent readiness against StepFun API's 44.1 (E), and leads in 5 of 7 scored categories. StepFun API leads on maintenance & community and transparency & trust.

Do RouterPlus and StepFun API need an API key?

Both need an API key.

Can an agent call RouterPlus and StepFun API without installing anything?

Yes. RouterPlus has a hosted endpoint at https://api.routerplus.com/v1 and StepFun API at https://api.stepfun.ai/v1.

Other comparisons with RouterPlus or StepFun API

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