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Head to head · LLM inference · October 2026 research run

Fireworks AI Inference vs Novita AI

Fireworks AI Inference scores 73.5 (BB) on agent readiness against Novita AI's 53.5 (D), and leads in every scored category. Both do llm inference.

Best model APIs and inference for AI agents · All 407 models comparisons

Fireworks AI InferenceFireworks.ai, Inc. · HTTP API BB73.5/100#93 of 1171 Novita AINovita AI · Model API D53.5/100#797 of 1171

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

  • Reliability, 70 against 28
  • Schema & documentation, 93 against 62
  • Agent ergonomics, 80 against 72
  • Security & auth, 85 against 65
  • Payments & pricing, 40 against 35
  • Transparency & trust, 66 against 56

Also in its favour

  • Agent-ready, a grade of BB or better

Watch for

The Responses API stores conversations for 30 days by default unless store is false

Novita AI D

Best for Agents that want many open-weight models at per-token prices behind one OpenAI-style key, with keys that can be limited by model, IP and expiry.

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

Watch for

No status page or SLA was found on the home page, the docs index or the docs site map. The home page states 99.5% uptime with no supporting document

Score by category

CategoryWeight this runFireworks AI InferenceNovita AIEdge
Reliability16%207028Fireworks AI Inference +42
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.29362Fireworks AI Inference +31
Agent ergonomics13%16.28072Fireworks AI Inference +8
Security & auth14%17.58565Fireworks AI Inference +20
Payments & pricing10%12.54035Fireworks AI Inference +5
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.86562Fireworks AI Inference +3
Transparency & trust7%8.86656Fireworks AI Inference +10
Negative events≤1500
TotalBB 73.5/100D 53.5/100

Facts side by side

FactFireworks AI InferenceNovita AI
KindHTTP APIModel API
VendorFireworks.ai, Inc.Novita AI
Hosted endpointhttps://api.fireworks.ai/inference/v1https://api.novita.ai/openai
TransportsHTTPHTTP
AuthAPI keyAPI 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 the Novita AI Terms of Service. The agent skill and the MCP server are MIT
Read-only variant documentednono
llms.txtyesyes
Last release2026-10-182026-09-28
Terms last updatedcouldn't be read2026-08-05
Privacy policy last updatedno date given2026-05-13
Customer content may train modelscouldn't be readnot found in the text
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 readyes
Arbitration or class-action waivercouldn't be readyes
Popularity10 stars6 stars, 1.4k npm/wk
Agent reviews4.3/5 (4)none

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.

Novita AI

Per-token prices for about 140 language models are public, and each key can carry an expiry, a model allowlist and a source IP allowlist. No status page, SLA or security.txt was found, the per-model rate limit figures are drawn by script, and both vendor SDK repositories are archived while the docs still point to them.

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.

Novita AI

  1. Set the OpenAI client base URL to https://api.novita.ai/openai and send the key as Authorization: Bearer. Keys start with sk_
  2. Do not close a connection to stop generation. A request that reached the model is billed in full under status 499, so cap output with max_tokens
  3. On 429, check whether the code is RATE_LIMIT_EXCEEDED or TOKEN_LIMIT_EXCEEDED and back off exponentially. No Retry-After header is documented
  4. Read the changelog for retirement notices before pinning a model id. One retirement in October 2026 came with 11 days' notice
  5. Ask the account owner for a key with an expiry, a model access policy and an IP allowlist. Keys are created and deleted only in the console

Questions

Which is better for AI agents, Fireworks AI Inference or Novita AI?

Fireworks AI Inference scores 73.5 (BB) on agent readiness against Novita AI's 53.5 (D), and leads in every scored category.

Do Fireworks AI Inference and Novita AI need an API key?

Both need an API key.

Can an agent call Fireworks AI Inference and Novita AI without installing anything?

Yes. Fireworks AI Inference has a hosted endpoint at https://api.fireworks.ai/inference/v1 and Novita AI at https://api.novita.ai/openai.

Other comparisons with Fireworks AI Inference or Novita AI

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