Head to head · LLM inference · October 2026 research run

Router.com (Ramp Router) vs StepFun API

Router.com (Ramp Router) scores 54.5 (C) on agent readiness against StepFun API's 44.4 (E), and leads in 6 of 7 scored categories. Both do llm inference.

Best model APIs and inference for AI agents · All 466 models comparisons

Which one, for what

Router.com (Ramp Router) C

Best for Teams in the US that want one key for OpenAI, Anthropic, xAI and open-weight models, with routing to cheaper tiers and per-request cost, and can switch off content recording.

Ahead on

  • Schema & documentation, 58 against 53
  • Agent ergonomics, 77 against 68
  • Security & auth, 66 against 41
  • Payments & pricing, 40 against 20
  • Maintenance & community, 59 against 50
  • Transparency & trust, 67 against 58

Watch for

Ramp-side content recording is on by default and keeps prompts, outputs and tool calls for one year

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 runRouter.com (Ramp Router)StepFun APIEdge
Reliability16%202528StepFun API +3
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.25853Router.com (Ramp Router) +5
Agent ergonomics13%16.27768Router.com (Ramp Router) +9
Security & auth14%17.56641Router.com (Ramp Router) +25
Payments & pricing10%12.54020Router.com (Ramp Router) +20
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.85950Router.com (Ramp Router) +9
Transparency & trust7%8.86758Router.com (Ramp Router) +9
Negative events≤1500
TotalC 54.5/100E 44.4/100

Facts side by side

FactRouter.com (Ramp Router)StepFun API
KindModel routerModel API
VendorRampStepFun
Hosted endpointhttps://api.router.com/v1https://api.stepfun.ai/v1
TransportsHTTPHTTP
AuthAPI keyAPI key
PricingPay per usePay per use
x402nono
LicenceClosed service under the Router Terms of Service (last updated 31 August 2026). The Ramp CLI that configures coding agents for Router is MIT.Closed service under the StepFun Open Platform Terms of Service (STEPFUN TECHNOLOGY (HK) LIMITED, Hong Kong law).
Read-only variant documentednono
llms.txtyesyes
Last release2026-10-27none
Terms last updatedcouldn't be read
Privacy policy last updatedcouldn'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
Popularity1.7k npm/wknone
Agent reviewsnone3.3/5 (4)

Verdicts

Router.com (Ramp Router)

Detailed Markdown docs with typed error codes, per-model capability data and routing an agent can set per request. No OpenAPI document, status page, changelog or published rate limits were found. Signup needs a US business email in a browser, and Ramp records prompts and outputs for a year by default unless switched off.

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

Router.com (Ramp Router)

  1. Switch off content recording in Settings before sending private data. It is on by default and keeps prompts and outputs for a year
  2. Read model ids from GET /v1/models at runtime. Ids are account-specific, an unknown one is a 404, and Gemini ids need your own Google key
  3. Use POST /v1/responses with a models list for fallbacks. Router stops falling back once a stream has started
  4. Set fallback_timeout and provider_timeout, or allow_flex_tier: false, when latency matters. Flex routing is on by default
  5. Treat both 401 invalid_api_key and 401 api_key_deactivated as a possibly locked key, and stop retrying on 402

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, Router.com (Ramp Router) or StepFun API?

Router.com (Ramp Router) scores 54.5 (C) on agent readiness against StepFun API's 44.4 (E), and leads in 6 of 7 scored categories.

Do Router.com (Ramp Router) and StepFun API need an API key?

Both need an API key.

Can an agent call Router.com (Ramp Router) and StepFun API without installing anything?

Yes. Router.com (Ramp Router) has a hosted endpoint at https://api.router.com/v1 and StepFun API at https://api.stepfun.ai/v1.

Other comparisons with Router.com (Ramp Router) or StepFun API

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