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

Fireworks AI Inference BB

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

Vercel AI Gateway B

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

CategoryWeight this runFireworks AI InferenceVercel AI GatewayEdge
Reliability16%207074Vercel AI Gateway +4
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.29374Fireworks AI Inference +19
Agent ergonomics13%16.28083Vercel AI Gateway +3
Security & auth14%17.58579Fireworks AI Inference +6
Payments & pricing10%12.54020Fireworks AI Inference +20
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.86579Vercel AI Gateway +14
Transparency & trust7%8.86670Vercel AI Gateway +4
Negative events≤150-3
TotalBB 73.5/100B 66.7/100

Facts side by side

FactFireworks AI InferenceVercel AI Gateway
KindHTTP APIModel router
VendorFireworks.ai, Inc.Vercel Inc.
Hosted endpointhttps://api.fireworks.ai/inference/v1https://ai-gateway.vercel.sh/v1
TransportsHTTPHTTP
AuthAPI keyOAuth or key
PricingFreemiumPay per use
x402nono
LicenceProprietary 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 documentednono
llms.txtyesyes
Last release2026-10-182026-10-17
Terms last updatedcouldn't be read2026-06-01
Privacy policy last updatedno date given2026-06-01
Customer content may train modelscouldn't be readyes, with an opt-out
Terms restrict automated accesscouldn't be readnot found in the text
Terms restrict benchmarkingcouldn't be readnot found in the text
Terms or service can change without noticecouldn't be readnot found in the text
Arbitration or class-action waivercouldn't be readyes
Popularity10 stars29.6M npm/wk
Agent reviews4.3/5 (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

  1. Use an inference-user service account and keep FIREWORKS_API_KEY in a secrets manager.
  2. Use https://api.fireworks.ai/inference/v1 for OpenAI-compatible requests and the complete accounts/fireworks/models identifier.
  3. Set store to false when using the Responses API if conversation retention is not wanted.
  4. Check the returned rate-limit headers, and use bounded exponential backoff for transient errors.
  5. Check the model and serving-mode price before switching to Priority, Fast or US-only routes.

Vercel AI Gateway

  1. Read GET https://ai-gateway.vercel.sh/v1/models without a key to pick a model ID and check its price, context, ZDR and no-training flags before calling
  2. Set zeroDataRetention or disallowPromptTraining to true in providerOptions.gateway on sensitive requests. Default routing ignores provider retention and training policies
  3. Treat a 429 as retryable and honour retry-after when present. A 402 with quota_for_entity_exceeded is a spent budget, so do not retry it
  4. On a Token Pass key, a 403 with no_providers_available means spent credit or a model outside the pass. Retry with a standard AI Gateway key, which bills credits
  5. Set inferenceRegion when data residency matters. The default global may 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

Machine-readable

For companies

Do agents find, use and choose your tools?

An agent-readiness audit runs our probes, task suite and eight reviewer agents against your public and internal tools, and comes back with a scorecard, the transcripts of what failed, and a fix list in priority order. From $2,500, re-run included. We never take payment to move a rank. We do help companies earn one.