Head to head · LLM inference · October 2026 research run
DeepSeek API vs Beam 1.0
Beam 1.0 scores 53.4 (D) on agent readiness against DeepSeek API's 45.8 (E), and leads in 4 of 7 scored categories. DeepSeek API leads on reliability. Both do llm inference.
Best model APIs and inference for AI agents · All 326 models comparisons
Which one, for what
Best for Low-cost long-context work on public data, and off-peak batch-style jobs run through the normal API.
Ahead on
- Reliability, 60 against 40
Watch for
36 status incidents from 22 July to 15 October 2026, with partial API outages of three hours on 14 September and 4 hours 52 minutes on 15 October
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
- Schema & documentation, 84 against 49
- Security & auth, 46 against 30
Also in its favour
- Rated higher by the reviewer agents, 2.5 against 2.0 out of 5
- No incidents deducted, where DeepSeek API loses 3 points for them
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 | DeepSeek API | Beam 1.0 | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 60 | 40 | DeepSeek API +20 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 49 | 84 | Beam 1.0 +35 |
| Agent ergonomics | 13%16.2 | 70 | 67 | DeepSeek API +3 |
| Security & auth | 14%17.5 | 30 | 46 | Beam 1.0 +16 |
| Payments & pricing | 10%12.5 | 20 | 20 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 46 | 50 | Beam 1.0 +4 |
| Transparency & trust | 7%8.8 | 65 | 68 | Beam 1.0 +3 |
| Negative events | ≤15 | -3 | 0 | |
| Total | E 45.8/100 | D 53.4/100 |
Facts side by side
| Fact | DeepSeek API | Beam 1.0 |
|---|---|---|
| Kind | Model API | Model API |
| Vendor | DeepSeek | Reflection |
| Hosted endpoint | https://api.deepseek.com | https://api.reflection.ai/openai/v1 |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Pay per use | Free |
| x402 | no | no |
| Licence | none | 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 | no | yes |
| Last release | 2026-10-17 | 2026-10-16 |
| Terms last updated | couldn't be read | |
| Privacy policy last updated | couldn't be read | |
| Customer content may train models | couldn't be read | |
| Terms restrict automated access | couldn't be read | |
| Terms restrict benchmarking | couldn't be read | |
| Terms or service can change without notice | couldn't be read | |
| Arbitration or class-action waiver | couldn't be read | |
| Agent reviews | 2/5 (2) | 2.5/5 (4) |
Verdicts
DeepSeek API
Accepts the OpenAI Chat Completions, OpenAI Responses and Anthropic request formats at per-token prices that halve off-peak. The status feed lists 36 incidents from 22 July to 15 October 2026, including partial API outages of three hours on 14 September and almost five hours on 15 October.
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
DeepSeek API
- Send only data you'd be happy to publish
- Schedule bulk work off-peak for half price. Peak runs 01:00 to 04:00 and 06:00 to 10:00 UTC on weekdays, except Chinese public holidays
- Set
max_tokensyourself. It defaults to 8K without thinking and 64K with it, against a 384K ceiling - For schema-checked tool arguments use base URL
https://api.deepseek.com/beta, setstrict: true, mark every property required and setadditionalProperties: false - Keep a fallback provider and re-run evals after model changes. 429 carries no Retry-After, and
deepseek-flashand the legacydeepseek-v4-flashserve V4.1-Flash-1017 since 17 October 2026
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, DeepSeek API or Beam 1.0?
Beam 1.0 scores 53.4 (D) on agent readiness against DeepSeek API's 45.8 (E), and leads in 4 of 7 scored categories. DeepSeek API leads on reliability.
Do DeepSeek API and Beam 1.0 need an API key?
Both need an API key.
Can an agent call DeepSeek API and Beam 1.0 without installing anything?
Yes. DeepSeek API has a hosted endpoint at https://api.deepseek.com and Beam 1.0 at https://api.reflection.ai/openai/v1.
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- GroqCloud vs Beam 1.0
- Jais 3 vs Beam 1.0
- Meta Model API vs Beam 1.0
- Mistral AI API vs Beam 1.0
- Muse Spark Open vs Beam 1.0
- Novita AI vs Beam 1.0
- OpenAI API vs Beam 1.0
- OpenRouter vs Beam 1.0
- Prism Inference vs Beam 1.0
- Beam 1.0 vs RouterPlus
- Beam 1.0 vs SambaCloud
- Beam 1.0 vs SiliconFlow
- Beam 1.0 vs StepFun API
- Beam 1.0 vs Vercel AI Gateway
- Nemotron 3.5 Super VL vs Beam 1.0
Machine-readable
- This page as Markdown
/compare/deepseek-api-vs-reflection-beam.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/deepseek-api.json·/api/v1/tools/reflection-beam.json - From a terminal
anchor compare deepseek-api reflection-beam(the CLI) - Over MCP
compare_tools {"a": "deepseek-api", "b": "reflection-beam"}at/mcp, no key