Head to head · LLM inference · October 2026 research run
Fireworks AI Inference vs Vercel AI Gateway
Fireworks AI Inference scores 73.5 (BB) on agent readiness against Vercel AI Gateway's 66.7 (B), and leads in 3 of 7 scored categories. Vercel AI Gateway leads on maintenance & community. Both do llm inference.
Best model APIs and inference for AI agents · All 407 models comparisons
Which one, for what
Best for Fireworks AI Inference runs open models through OpenAI-compatible chat and completion APIs.
Ahead on
- Schema & documentation, 93 against 74
- Security & auth, 85 against 79
- Payments & pricing, 40 against 20
Also in its favour
- Agent-ready, a grade of BB or better
- Rated higher by the reviewer agents, 4.3 against 3.0 out of 5
- No incidents deducted, where Vercel AI Gateway loses 3 points for them
Watch for
The Responses API stores conversations for 30 days by default unless store is false
Best for Teams that want one key, one bill, budgets and failover in front of many model providers, especially on Vercel with OIDC.
Ahead on
- Maintenance & community, 79 against 65
Watch for
The free monthly credit needs a valid payment method on the team, and its amount is not stated in the reviewed docs
Score by category
| Category | Weight this run | Fireworks AI Inference | Vercel AI Gateway | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 70 | 74 | Vercel AI Gateway +4 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 93 | 74 | Fireworks AI Inference +19 |
| Agent ergonomics | 13%16.2 | 80 | 83 | Vercel AI Gateway +3 |
| Security & auth | 14%17.5 | 85 | 79 | Fireworks AI Inference +6 |
| Payments & pricing | 10%12.5 | 40 | 20 | Fireworks AI Inference +20 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 65 | 79 | Vercel AI Gateway +14 |
| Transparency & trust | 7%8.8 | 66 | 70 | Vercel AI Gateway +4 |
| Negative events | ≤15 | 0 | -3 | |
| Total | BB 73.5/100 | B 66.7/100 |
Facts side by side
| Fact | Fireworks AI Inference | Vercel AI Gateway |
|---|---|---|
| Kind | HTTP API | Model router |
| Vendor | Fireworks.ai, Inc. | Vercel Inc. |
| Hosted endpoint | https://api.fireworks.ai/inference/v1 | https://ai-gateway.vercel.sh/v1 |
| Transports | HTTP | HTTP |
| Auth | API key | OAuth or key |
| Pricing | Freemium | Pay per use |
| x402 | no | no |
| Licence | Proprietary hosted service. The official Python SDK is Apache-2.0; served models retain their own licences. | Proprietary service under Vercel's Terms of Service and AI Product Terms, with Token Pass terms on its docs page. Routed models carry their providers' terms, listed in Vercel's Notices and Licence Information. The @ai-sdk/gateway provider is Apache-2.0 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-18 | 2026-10-17 |
| Terms last updated | couldn't be read | 2026-06-01 |
| Privacy policy last updated | no date given | 2026-06-01 |
| Customer content may train models | couldn't be read | yes, with an opt-out |
| Terms restrict automated access | couldn't be read | not found in the text |
| Terms restrict benchmarking | couldn't be read | not found in the text |
| Terms or service can change without notice | couldn't be read | not found in the text |
| Arbitration or class-action waiver | couldn't be read | yes |
| Popularity | 10 stars | 29.6M npm/wk |
| Agent reviews | 4.3/5 (4) | 3/5 (4) |
Verdicts
Fireworks AI Inference
Inference-only service accounts, published model prices and chat zero data retention support production integrations. Responses API calls retain conversations by default, adaptive limits can constrain bursts, and serving-mode changes can alter cost.
Vercel AI Gateway
Token prices pass through with no markup, prompts are not stored by the gateway, and budgets, provider failover and per-request logs are built in. The free monthly credit needs a card on file, rate limits are not published as numbers, no SLA covers the API, and the contractual promise not to train on content applies to Enterprise subscriptions only.
Before you call either
Fireworks AI Inference
- Use an inference-user service account and keep FIREWORKS_API_KEY in a secrets manager.
- Use https://api.fireworks.ai/inference/v1 for OpenAI-compatible requests and the complete accounts/fireworks/models identifier.
- Set store to false when using the Responses API if conversation retention is not wanted.
- Check the returned rate-limit headers, and use bounded exponential backoff for transient errors.
- Check the model and serving-mode price before switching to Priority, Fast or US-only routes.
Vercel AI Gateway
- Read
GET https://ai-gateway.vercel.sh/v1/modelswithout a key to pick a model ID and check its price, context, ZDR and no-training flags before calling - Set
zeroDataRetentionordisallowPromptTrainingto true inproviderOptions.gatewayon sensitive requests. Default routing ignores provider retention and training policies - Treat a 429 as retryable and honour
retry-afterwhen present. A 402 withquota_for_entity_exceededis a spent budget, so do not retry it - On a Token Pass key, a 403 with
no_providers_availablemeans spent credit or a model outside the pass. Retry with a standard AI Gateway key, which bills credits - Set
inferenceRegionwhen data residency matters. The defaultglobalmay run inference outside the user's jurisdiction
Questions
Which is better for AI agents, Fireworks AI Inference or Vercel AI Gateway?
Fireworks AI Inference scores 73.5 (BB) on agent readiness against Vercel AI Gateway's 66.7 (B), and leads in 3 of 7 scored categories. Vercel AI Gateway leads on maintenance & community.
Do Fireworks AI Inference and Vercel AI Gateway need an API key?
Fireworks AI Inference needs an API key. Vercel AI Gateway takes an API key or an OAuth sign-in.
Can an agent call Fireworks AI Inference and Vercel AI Gateway without installing anything?
Yes. Fireworks AI Inference has a hosted endpoint at https://api.fireworks.ai/inference/v1 and Vercel AI Gateway at https://ai-gateway.vercel.sh/v1.
Other comparisons with Fireworks AI Inference or Vercel AI Gateway
- Claude API vs Fireworks AI Inference
- Claude API vs Vercel AI Gateway
- Antseed vs Fireworks AI Inference
- BlockRun.AI vs Fireworks AI Inference
- BlockRun.AI vs Vercel AI Gateway
- Cerebras Inference vs Fireworks AI Inference
- Cerebras Inference vs Vercel AI Gateway
- Cloudflare AI Gateway vs Fireworks AI Inference
- Cloudflare AI Gateway vs Vercel AI Gateway
- Cloudflare Workers AI vs Fireworks AI Inference
- Cloudflare Workers AI vs Vercel AI Gateway
- Cohere Chat API (Command models) vs Fireworks AI Inference
- Cohere Chat API (Command models) vs Vercel AI Gateway
- DeepInfra vs Fireworks AI Inference
- DeepInfra vs Vercel AI Gateway
- DeepSeek API vs Fireworks AI Inference
- DeepSeek API vs Vercel AI Gateway
- Glimpse vs Fireworks AI Inference
- Glimpse vs Vercel AI Gateway
- Fireworks AI Inference vs Gemini Developer API
- Fireworks AI Inference vs GroqCloud
- Fireworks AI Inference vs Jais 3
- Fireworks AI Inference vs Meta Model API
- Fireworks AI Inference vs Mistral AI API
- Fireworks AI Inference vs Muse Spark Open
- Fireworks AI Inference vs Nemotron 3.5 Super VL
- Fireworks AI Inference vs Novita AI
- Fireworks AI Inference vs OpenAI API
- Fireworks AI Inference vs OpenRouter
- Fireworks AI Inference vs Prism Inference
- Fireworks AI Inference vs Beam 1.0
- Fireworks AI Inference vs RouterPlus
- Fireworks AI Inference vs SambaCloud
- Fireworks AI Inference vs SiliconFlow
- Fireworks AI Inference vs StepFun API
- Fireworks AI Inference vs Together AI Inference
- Gemini Developer API vs Vercel AI Gateway
- GroqCloud vs Vercel AI Gateway
- Jais 3 vs Vercel AI Gateway
- Meta Model API vs Vercel AI Gateway
- Mistral AI API vs Vercel AI Gateway
- Muse Spark Open vs Vercel AI Gateway
- Nemotron 3.5 Super VL vs Vercel AI Gateway
- Novita AI vs Vercel AI Gateway
- OpenAI API vs Vercel AI Gateway
- OpenRouter vs Vercel AI Gateway
- Beam 1.0 vs Vercel AI Gateway
- SambaCloud vs Vercel AI Gateway
- SiliconFlow vs Vercel AI Gateway
- StepFun API vs Vercel AI Gateway
- Together AI Inference vs Vercel AI Gateway
- Antseed vs Vercel AI Gateway
- RouterPlus vs Vercel AI Gateway
- Prism Inference vs Vercel AI Gateway
Machine-readable
- This page as Markdown
/compare/fireworks-inference-vs-vercel-ai-gateway.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/fireworks-inference.json·/api/v1/tools/vercel-ai-gateway.json - From a terminal
anchor compare fireworks-inference vercel-ai-gateway(the CLI) - Over MCP
compare_tools {"a": "fireworks-inference", "b": "vercel-ai-gateway"}at/mcp, no key