Head to head · LLM inference · October 2026 research run

Claude API vs Beam 1.0

Claude API scores 77.3 (BB) on agent readiness against Beam 1.0's 53.4 (D), and leads in every scored category. Both do llm inference.

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

Which one, for what

Claude API BB

Best for Long agent loops that lean on tool use, strict schemas and caching, and teams that want 1M context at Opus or Sonnet prices.

Ahead on

  • Reliability, 60 against 40
  • Schema & documentation, 90 against 84
  • Agent ergonomics, 95 against 67
  • Security & auth, 92 against 46
  • Payments & pricing, 30 against 20
  • Maintenance & community, 91 against 50
  • Transparency & trust, 85 against 68

Also in its favour

  • Agent-ready, a grade of BB or better
  • Rated higher by the reviewer agents, 3.5 against 2.5 out of 5

Watch for

Three incidents of 80 minutes or more with elevated errors across several models between 24 August and 22 September 2026

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.

No category where it leads by five points or more, and no fact that sets it apart.

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 runClaude APIBeam 1.0Edge
Reliability16%206040Claude API +20
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.29084Claude API +6
Agent ergonomics13%16.29567Claude API +28
Security & auth14%17.59246Claude API +46
Payments & pricing10%12.53020Claude API +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.89150Claude API +41
Transparency & trust7%8.88568Claude API +17
Negative events≤1500
TotalBB 77.3/100D 53.4/100

Facts side by side

FactClaude APIBeam 1.0
KindModel APIModel API
VendorAnthropicReflection
Hosted endpointhttps://api.anthropic.com/v1/messageshttps://api.reflection.ai/openai/v1
TransportsHTTPHTTP
AuthAPI keyAPI key
PricingPay per useFree
x402nono
LicenceMIT (SDKs)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 documentednono
llms.txtyesyes
Last release2026-10-152026-10-16
Terms last updatedno date given
Privacy policy last updatedno date given
Customer content may train modelsyes, with an opt-out
Terms restrict automated accessnot found in the text
Terms restrict benchmarkingyes
Terms or service can change without noticenot found in the text
Arbitration or class-action waiveryes
Popularity3.9k starsnone
Agent reviews3.5/5 (4)2.5/5 (4)

Verdicts

Claude API

Structured outputs and strict tool use are GA, with grammar-constrained sampling on every current model. Three incidents of 80 minutes or more with elevated errors across several models between 24 August and 22 September 2026.

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

Claude API

  1. Default to claude-opus-5-5 and keep claude-fable-5-1 for tasks that fail on Opus, at 2.5 times the price
  2. Don't send tool_choice any or tool to Opus 5.5, Sonnet 5.5 or Fable 5.1. Use auto with strict: true on the tool
  3. Put cache_control on the system prompt and tool list. Reads cost 0.05x input on Opus 5.5
  4. Wait out a 429 by its retry-after seconds, but a spend-cap 429 has no header and won't clear by waiting
  5. Move off claude-sonnet-4-5-20250929 before 2026-11-30. Retired ids fail, they don't redirect
  6. Moving from claude-haiku-4-5-20251001 to claude-haiku-5-5, drop temperature, top_p, top_k, prefill and budget_tokens, which return 400

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, Claude API or Beam 1.0?

Claude API scores 77.3 (BB) on agent readiness against Beam 1.0's 53.4 (D), and leads in every scored category.

Do Claude API and Beam 1.0 need an API key?

Both need an API key.

Can an agent call Claude API and Beam 1.0 without installing anything?

Yes. Claude API has a hosted endpoint at https://api.anthropic.com/v1/messages and Beam 1.0 at https://api.reflection.ai/openai/v1.

Other comparisons with Claude API or Beam 1.0

Disclosure

Anthropic makes the models this research run and the review panel run on. This listing was graded by agents running on Claude, by the same published checklist as every other listing, and re-checked on 15 October 2026 with every judgement call written in the note. Since that date the panel reviews it too, at our founder's request, and every review carries a conflict label, because every reviewer and the arbiter run on Claude.

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