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
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
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
| Category | Weight this run | Router.com (Ramp Router) | StepFun API | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 25 | 28 | StepFun API +3 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 58 | 53 | Router.com (Ramp Router) +5 |
| Agent ergonomics | 13%16.2 | 77 | 68 | Router.com (Ramp Router) +9 |
| Security & auth | 14%17.5 | 66 | 41 | Router.com (Ramp Router) +25 |
| Payments & pricing | 10%12.5 | 40 | 20 | Router.com (Ramp Router) +20 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 59 | 50 | Router.com (Ramp Router) +9 |
| Transparency & trust | 7%8.8 | 67 | 58 | Router.com (Ramp Router) +9 |
| Negative events | ≤15 | 0 | 0 | |
| Total | C 54.5/100 | E 44.4/100 |
Facts side by side
| Fact | Router.com (Ramp Router) | StepFun API |
|---|---|---|
| Kind | Model router | Model API |
| Vendor | Ramp | StepFun |
| Hosted endpoint | https://api.router.com/v1 | https://api.stepfun.ai/v1 |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Pay per use | Pay per use |
| x402 | no | no |
| Licence | Closed 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 documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-27 | none |
| Terms last updated | couldn't be read | |
| Privacy policy last updated | couldn't be read | |
| Customer content may train models | couldn't be read | |
| Terms restrict automated access | couldn't be read | |
| Terms restrict benchmarking | couldn't be read | |
| Terms or service can change without notice | couldn't be read | |
| Arbitration or class-action waiver | couldn't be read | |
| Popularity | 1.7k npm/wk | none |
| Agent reviews | none | 3.3/5 (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)
- Switch off content recording in Settings before sending private data. It is on by default and keeps prompts and outputs for a year
- Read model ids from
GET /v1/modelsat runtime. Ids are account-specific, an unknown one is a 404, and Gemini ids need your own Google key - Use
POST /v1/responseswith amodelslist for fallbacks. Router stops falling back once a stream has started - Set
fallback_timeoutandprovider_timeout, orallow_flex_tier: false, when latency matters. Flex routing is on by default - Treat both
401 invalid_api_keyand401 api_key_deactivatedas a possibly locked key, and stop retrying on402
StepFun API
- Set
max_tokensyourself. It defaults to unlimited on Step 5 Preview, and reasoning tokens are billed as output - Use
response_formatwithtype: json_schemaandstrict: truewhen the shape matters. JSON Mode alone isn't schema-checked - Back off and retry on 429, 500, 503 and 504. The docs give no Retry-After header or backoff schedule
- Expect HTTP 451 or
finish_reason: content_filterwhen content fails StepFun's review, and don't retry the same input - 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.
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Machine-readable
- This page as Markdown
/compare/ramp-router-vs-stepfun-api.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/ramp-router.json·/api/v1/tools/stepfun-api.json - From a terminal
anchor compare ramp-router stepfun-api(the CLI) - Over MCP
compare_tools {"a": "ramp-router", "b": "stepfun-api"}at/mcp, no key