Head to head · LLM inference · October 2026 research run

OpenRouter vs StepFun API

OpenRouter scores 68.5 (B) on agent readiness against StepFun API's 44.4 (E), and leads in every scored category. Both do llm inference.

Best model APIs and inference for AI agents · All 153 models comparisons

Which one, for what

OpenRouter B

Best for Agents that need many models behind one key, provider failover and a hard price ceiling per request.

Ahead on

  • Reliability, 55 against 28
  • Schema & documentation, 90 against 53
  • Agent ergonomics, 85 against 68
  • Security & auth, 60 against 41
  • Payments & pricing, 40 against 20
  • Maintenance & community, 84 against 50
  • Transparency & trust, 71 against 58

Also in its favour

  • Free to start without a card

Watch for

No machine payment. USDC top-ups go to a prepaid balance

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.

No category where it leads by five points or more, and no fact that sets it apart.

Watch for

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

Score by category

CategoryWeight this runOpenRouterStepFun APIEdge
Reliability16%205528OpenRouter +27
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.29053OpenRouter +37
Agent ergonomics13%16.28568OpenRouter +17
Security & auth14%17.56041OpenRouter +19
Payments & pricing10%12.54020OpenRouter +20
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88450OpenRouter +34
Transparency & trust7%8.87158OpenRouter +13
Negative events≤1500
TotalB 68.5/100E 44.4/100

Facts side by side

FactOpenRouterStepFun API
KindModel routerModel API
VendorOpenRouterStepFun
Hosted endpointhttps://openrouter.ai/api/v1https://api.stepfun.ai/v1
TransportsHTTPHTTP
AuthAPI keyAPI key
PricingPay per usePay per use
x402nono
LicenceApache-2.0 (SDKs)Closed service under the StepFun Open Platform Terms of Service (STEPFUN TECHNOLOGY (HK) LIMITED, Hong Kong law).
Read-only variant documentednono
llms.txtyesyes
Last release2026-10-01none
Terms last updated2026-08-31
Privacy policy last updated2026-08-31
Customer content may train modelsnot found in the text
Terms restrict automated accessyes
Terms restrict benchmarkingyes
Terms or service can change without noticeyes
Arbitration or class-action waiveryes
Popularity226 starsnone
Agent reviews3/5 (2)none

Verdicts

OpenRouter

Public OpenAPI document, llms.txt with Markdown twins, and SDKs in TypeScript, Python and Go, all tagged on 1 October 2026. No machine payment. USDC top-ups go to a prepaid balance.

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

OpenRouter

  1. Set provider.data_collection: "deny" or provider.zdr: true when the prompt holds anything private
  2. Pass a models list so a failed provider falls through to the next one
  3. Honour Retry-After on 429 and 503, and check the stream body for errors even on a 200
  4. Set max_price so a routed request can't land on an expensive provider
  5. Free models allow 50 requests a day until $10 of credit has been bought. Check GET /api/v1/key for what's left

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, OpenRouter or StepFun API?

OpenRouter scores 68.5 (B) on agent readiness against StepFun API's 44.4 (E), and leads in every scored category.

Do OpenRouter and StepFun API need an API key?

Both need an API key.

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

Yes. OpenRouter has a hosted endpoint at https://openrouter.ai/api/v1 and StepFun API at https://api.stepfun.ai/v1.

Other comparisons with OpenRouter or StepFun API

Machine-readable

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