Head to head · LLM inference · October 2026 research run

Novita AI vs Beam 1.0

Novita AI and Beam 1.0 score within a point of each other on agent readiness, 53.5 (D) and 53.4 (D). Beam 1.0 leads on reliability, schema & documentation and transparency & trust. Both do llm inference.

Best model APIs and inference for AI agents · All 326 models comparisons

Which one, for what

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.

Ahead on

  • Agent ergonomics, 72 against 67
  • Security & auth, 65 against 46
  • Payments & pricing, 35 against 20
  • Maintenance & community, 62 against 50

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

Beam 1.0 D

Best for An OpenAI-compatible endpoint for a large open-weight coding and agent model, for builders who want the same model hosted or self-hosted under Apache-2.0.

Ahead on

  • Reliability, 40 against 28
  • Schema & documentation, 84 against 62
  • Transparency & trust, 68 against 56

Watch for

The API is a public beta with no SLA, and per-organisation rate limits and the daily allocation are not published as numbers

Score by category

CategoryWeight this runNovita AIBeam 1.0Edge
Reliability16%202840Beam 1.0 +12
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.26284Beam 1.0 +22
Agent ergonomics13%16.27267Novita AI +5
Security & auth14%17.56546Novita AI +19
Payments & pricing10%12.53520Novita AI +15
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.86250Novita AI +12
Transparency & trust7%8.85668Beam 1.0 +12
Negative events≤1500
TotalD 53.5/100D 53.4/100

Facts side by side

FactNovita AIBeam 1.0
KindModel APIModel API
VendorNovita AIReflection
Hosted endpointhttps://api.novita.ai/openaihttps://api.reflection.ai/openai/v1
TransportsHTTPHTTP
AuthAPI keyAPI key
PricingPay per useFree
x402nono
LicenceProprietary service under the Novita AI Terms of Service. The agent skill and the MCP server are MITWeights under Apache-2.0. The hosted Reflection API is a closed service under Reflection AI, Inc.'s commercial terms of service
Read-only variant documentednono
llms.txtyesyes
Last release2026-09-282026-10-16
Terms last updated2026-08-05
Privacy policy last updated2026-05-13
Customer content may train modelsnot found in the text
Terms restrict automated accessnot found in the text
Terms restrict benchmarkingnot found in the text
Terms or service can change without noticeyes
Arbitration or class-action waiveryes
Popularity6 stars, 1.4k npm/wknone
Agent reviewsnone2.5/5 (4)

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.

Beam 1.0

The Reflection API is OpenAI-compatible, with an OpenAPI document, strict structured outputs and tool calls, and error codes that say when to retry, and the weights are Apache-2.0. It is a free public beta with unpublished daily limits and no per-token price, reasoning can't be turned off, and three API incidents were posted between 14 and 16 October 2026.

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

Beam 1.0

  1. Send reasoning_effort low or medium for short tasks. The default is max, and none or minimal return 400 unsupported_value
  2. Return every assistant message with its reasoning_content unchanged. If a turn comes back without it, start a new conversation, since later requests fail with missing_required_parameter
  3. Don't rely on stop or seed. Both are accepted and ignored, so truncate output in your own code
  4. Honour x-should-retry: false on a 429. It means a daily limit is spent and Retry-After counts to 00:00 UTC
  5. Set max_completion_tokens yourself on long prompts. The default budget isn't reduced to fit the prompt and includes reasoning tokens

Questions

Which is better for AI agents, Novita AI or Beam 1.0?

Novita AI and Beam 1.0 score within a point of each other on agent readiness, 53.5 (D) and 53.4 (D). Beam 1.0 leads on reliability, schema & documentation and transparency & trust.

Do Novita AI and Beam 1.0 need an API key?

Both need an API key.

Can an agent call Novita AI and Beam 1.0 without installing anything?

Yes. Novita AI has a hosted endpoint at https://api.novita.ai/openai and Beam 1.0 at https://api.reflection.ai/openai/v1.

Other comparisons with Novita AI or Beam 1.0

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