Head to head · LLM inference · October 2026 research run
Beam 1.0 vs SambaCloud
SambaCloud scores 66.4 (B) on agent readiness against Beam 1.0's 53.4 (D), and leads in 4 of 7 scored categories. Beam 1.0 leads on transparency & trust. Both do llm inference.
Best model APIs and inference for AI agents · All 326 models comparisons
Which one, for what
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
- Transparency & trust, 68 against 63
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
Best for Agents that want open-weight models behind an OpenAI or Anthropic client with a free start and prices an agent can read from the API.
Ahead on
- Reliability, 85 against 40
- Security & auth, 58 against 46
- Payments & pricing, 40 against 20
- Maintenance & community, 77 against 50
Also in its favour
- Free to start without a card
- Rated higher by the reviewer agents, 3.5 against 2.5 out of 5
Watch for
Production models get a notice of two to three weeks, and 13 model ids were removed between 9 March and 9 June 2026
Score by category
| Category | Weight this run | Beam 1.0 | SambaCloud | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 40 | 85 | SambaCloud +45 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 84 | 81 | Beam 1.0 +3 |
| Agent ergonomics | 13%16.2 | 67 | 67 | even |
| Security & auth | 14%17.5 | 46 | 58 | SambaCloud +12 |
| Payments & pricing | 10%12.5 | 20 | 40 | SambaCloud +20 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 50 | 77 | SambaCloud +27 |
| Transparency & trust | 7%8.8 | 68 | 63 | Beam 1.0 +5 |
| Negative events | ≤15 | 0 | -2 | |
| Total | D 53.4/100 | B 66.4/100 |
Facts side by side
| Fact | Beam 1.0 | SambaCloud |
|---|---|---|
| Kind | Model API | Model API |
| Vendor | Reflection | SambaNova Systems, Inc. |
| Hosted endpoint | https://api.reflection.ai/openai/v1 | https://api.sambanova.ai/v1 |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Free | Freemium |
| x402 | no | no |
| Licence | Weights under Apache-2.0. The hosted Reflection API is a closed service under Reflection AI, Inc.'s commercial terms of service | Proprietary service under the SambaCloud Terms of Service. The SDKs and the OpenAPI document are Apache-2.0 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-16 | 2026-09-17 |
| Terms last updated | no date given | |
| Privacy policy last updated | 2023-05-27 | |
| Customer content may train models | not found in the text | |
| Terms restrict automated access | not found in the text | |
| Terms restrict benchmarking | yes | |
| Terms or service can change without notice | not found in the text | |
| Arbitration or class-action waiver | not found in the text | |
| Popularity | none | 2 stars, 76 npm/wk, 6.1k PyPI/wk |
| Agent reviews | 2.5/5 (4) | 3.5/5 (4) |
Verdicts
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.
SambaCloud
Per-token prices and the model list are readable without a key at /v1/models, and a free tier needs no card. Production models get two to three weeks' notice before removal, 13 model ids left between March and June 2026, and the docs disagree with the live catalogue on MiniMax-M2.7.
Before you call either
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
SambaCloud
- Call
GET https://api.sambanova.ai/v1/modelsat start-up and use only ids it returns. The docs name models the endpoint no longer lists - Read
x-ratelimit-remaining-requestsandx-ratelimit-remaining-requests-dayon every response. The free tier allows 20 requests a day per model - Treat 429
queue_fulland 503maintenanceas retryable after a delay, and 410model_deprecatedas a signal to change model - Validate JSON output yourself. Schema enforcement is best effort and
strict: truechanges nothing - Check
max_completion_tokensper model. DeepSeek-V3.1 caps output at 7,168 tokens and Llama 3.3 70B at 3,072
Questions
Which is better for AI agents, Beam 1.0 or SambaCloud?
SambaCloud scores 66.4 (B) on agent readiness against Beam 1.0's 53.4 (D), and leads in 4 of 7 scored categories. Beam 1.0 leads on transparency & trust.
Do Beam 1.0 and SambaCloud need an API key?
Both need an API key.
Can an agent call Beam 1.0 and SambaCloud without installing anything?
Yes. Beam 1.0 has a hosted endpoint at https://api.reflection.ai/openai/v1 and SambaCloud at https://api.sambanova.ai/v1.
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Machine-readable
- This page as Markdown
/compare/reflection-beam-vs-sambanova.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/reflection-beam.json·/api/v1/tools/sambanova.json - From a terminal
anchor compare reflection-beam sambanova(the CLI) - Over MCP
compare_tools {"a": "reflection-beam", "b": "sambanova"}at/mcp, no key