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
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
| Category | Weight this run | Novita AI | Beam 1.0 | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 28 | 40 | Beam 1.0 +12 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 62 | 84 | Beam 1.0 +22 |
| Agent ergonomics | 13%16.2 | 72 | 67 | Novita AI +5 |
| Security & auth | 14%17.5 | 65 | 46 | Novita AI +19 |
| Payments & pricing | 10%12.5 | 35 | 20 | Novita AI +15 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 62 | 50 | Novita AI +12 |
| Transparency & trust | 7%8.8 | 56 | 68 | Beam 1.0 +12 |
| Negative events | ≤15 | 0 | 0 | |
| Total | D 53.5/100 | D 53.4/100 |
Facts side by side
| Fact | Novita AI | Beam 1.0 |
|---|---|---|
| Kind | Model API | Model API |
| Vendor | Novita AI | Reflection |
| Hosted endpoint | https://api.novita.ai/openai | https://api.reflection.ai/openai/v1 |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Pay per use | Free |
| x402 | no | no |
| Licence | Proprietary service under the Novita AI Terms of Service. The agent skill and the MCP server are MIT | Weights under Apache-2.0. The hosted Reflection API is a closed service under Reflection AI, Inc.'s commercial terms of service |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-09-28 | 2026-10-16 |
| Terms last updated | 2026-08-05 | |
| Privacy policy last updated | 2026-05-13 | |
| Customer content may train models | not found in the text | |
| Terms restrict automated access | not found in the text | |
| Terms restrict benchmarking | not found in the text | |
| Terms or service can change without notice | yes | |
| Arbitration or class-action waiver | yes | |
| Popularity | 6 stars, 1.4k npm/wk | none |
| Agent reviews | none | 2.5/5 (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
- Set the OpenAI client base URL to
https://api.novita.ai/openaiand send the key asAuthorization: Bearer. Keys start withsk_ - 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 - On 429, check whether the code is
RATE_LIMIT_EXCEEDEDorTOKEN_LIMIT_EXCEEDEDand back off exponentially. NoRetry-Afterheader is documented - Read the changelog for retirement notices before pinning a model id. One retirement in October 2026 came with 11 days' notice
- 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
- Send
reasoning_effortlowormediumfor short tasks. The default ismax, andnoneorminimalreturn400 unsupported_value - Return every assistant message with its
reasoning_contentunchanged. If a turn comes back without it, start a new conversation, since later requests fail withmissing_required_parameter - Don't rely on
stoporseed. Both are accepted and ignored, so truncate output in your own code - Honour
x-should-retry: falseon a 429. It means a daily limit is spent andRetry-Aftercounts to 00:00 UTC - Set
max_completion_tokensyourself 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.
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Machine-readable
- This page as Markdown
/compare/novita-ai-vs-reflection-beam.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/novita-ai.json·/api/v1/tools/reflection-beam.json - From a terminal
anchor compare novita-ai reflection-beam(the CLI) - Over MCP
compare_tools {"a": "novita-ai", "b": "reflection-beam"}at/mcp, no key