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Head to head · LLM inference · October 2026 research run

Novita AI vs Prism Inference

Prism Inference scores 60.1 (C) on agent readiness against Novita AI's 53.5 (D), and leads in 3 of 7 scored categories. Novita AI leads on payments & pricing and maintenance & community. Both do llm inference.

Best model APIs and inference for AI agents · All 136 models comparisons

Novita AINovita AI · Model API D53.5/100#706 of 950 Prism InferencePrism Technologies Inc · Model API C60.1/100#528 of 950

Which one, for what

Novita AI D

Good 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.

Ahead on

  • Payments & pricing, 35 against 30
  • Maintenance & community, 62 against 49

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

Prism Inference C

Good for Coding agents that want DeepSeek-V4.1-Flash at a low input price, with no retention, through whichever of the three wire formats the harness already speaks.

Ahead on

  • Reliability, 65 against 28
  • Schema & documentation, 82 against 62
  • Transparency & trust, 61 against 56

Watch for

Two models. The docs mark Gemma 4 31B as request access per organisation, while llms.txt and the keyless catalogue list it as available

Score by category

CategoryWeight this runNovita AIPrism InferenceEdge
Reliability16%202865Prism Inference +37
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.26282Prism Inference +20
Agent ergonomics13%16.27268Novita AI +4
Security & auth14%17.56565even
Payments & pricing10%12.53530Novita AI +5
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.86249Novita AI +13
Transparency & trust7%8.85661Prism Inference +5
Negative events≤150-2
Total53.5 · D60.1 · C

Facts side by side

FactNovita AIPrism Inference
KindModel APIModel API
VendorNovita AIPrism Technologies Inc
Hosted endpointhttps://api.novita.ai/openaihttps://api.prisminference.com/v1
TransportsHTTPHTTP
AuthAPI keyAPI key
PricingPay per usePay per use
x402nono
LicenceProprietary service under the Novita AI Terms of Service. The agent skill and the MCP server are MITProprietary service under Prism's terms of service. The OpenAPI file declares LicenseRef-Proprietary. The Hermes provider plugin repository carries no licence file
Read-only variant documentednono
llms.txtyesyes
Last release2026-09-282026-10-06
Terms last updated2026-08-052026-09-09
Privacy policy last updated2026-05-132026-09-09
Customer content may train modelsnot found in the textnot found in the text
Terms restrict automated accessnot found in the textyes
Terms restrict benchmarkingnot found in the textnot found in the text
Terms or service can change without noticeyesnot found in the text
Arbitration or class-action waiveryesyes
Popularity6 stars, 1.4k npm/wknone

Verdicts

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.

Prism Inference

Three wire formats, a public OpenAPI 3.1 file, per-token prices in a keyless catalogue and zero data retention by default on every tier. The service launched on 24 September 2026 with two models, one of them by request, from a two-person company. No rate-limit numbers, SLA document, free tier or deprecation policy was found.

Before you call either

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

Prism Inference

  1. Call GET https://api.prisminference.com/v1/models at start-up, with no key, and use only ids it returns. Expect 403 on gemma-4-31b without organisation access
  2. Use base URL https://api.prisminference.com/v1 for OpenAI clients and https://api.prisminference.com with no /v1 for Anthropic clients
  3. Read error.retryable before retrying, and wait for Retry-After on 429, which covers both key limits and model capacity
  4. Send reasoning_effort: "none" or low when latency matters. Reasoning is on by default and its tokens are billed as output
  5. Keep conversation state yourself and send store: false on Responses. previous_response_id, stored responses and hosted tools aren't supported

Questions

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

Prism Inference scores 60.1 (C) on agent readiness against Novita AI's 53.5 (D), and leads in 3 of 7 scored categories. Novita AI leads on payments & pricing and maintenance & community.

Do Novita AI and Prism Inference need an API key?

Both need an API key.

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

Yes. Novita AI has a hosted endpoint at https://api.novita.ai/openai and Prism Inference at https://api.prisminference.com/v1.

Other comparisons with Novita AI or Prism Inference

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