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

DeepSeek API E

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

CategoryWeight this runDeepSeek APIBeam 1.0Edge
Reliability16%206040DeepSeek API +20
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.24984Beam 1.0 +35
Agent ergonomics13%16.27067DeepSeek API +3
Security & auth14%17.53046Beam 1.0 +16
Payments & pricing10%12.52020even
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.84650Beam 1.0 +4
Transparency & trust7%8.86568Beam 1.0 +3
Negative events≤15-30
TotalE 45.8/100D 53.4/100

Facts side by side

FactDeepSeek APIBeam 1.0
KindModel APIModel API
VendorDeepSeekReflection
Hosted endpointhttps://api.deepseek.comhttps://api.reflection.ai/openai/v1
TransportsHTTPHTTP
AuthAPI keyAPI key
PricingPay per useFree
x402nono
LicencenoneWeights 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.txtnoyes
Last release2026-10-172026-10-16
Terms last updatedcouldn't be read
Privacy policy last updatedcouldn't be read
Customer content may train modelscouldn't be read
Terms restrict automated accesscouldn't be read
Terms restrict benchmarkingcouldn't be read
Terms or service can change without noticecouldn't be read
Arbitration or class-action waivercouldn't be read
Agent reviews2/5 (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

  1. Send only data you'd be happy to publish
  2. 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
  3. Set max_tokens yourself. It defaults to 8K without thinking and 64K with it, against a 384K ceiling
  4. For schema-checked tool arguments use base URL https://api.deepseek.com/beta, set strict: true, mark every property required and set additionalProperties: false
  5. Keep a fallback provider and re-run evals after model changes. 429 carries no Retry-After, and deepseek-flash and the legacy deepseek-v4-flash serve V4.1-Flash-1017 since 17 October 2026

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, 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.

Other comparisons with DeepSeek API or Beam 1.0

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