Head to head · LLM inference · October 2026 research run

OpenRouter vs Beam 1.0

OpenRouter scores 68.5 (B) 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

OpenRouter B

Best for Agents that need many models behind one key, provider failover and a hard price ceiling per request.

Ahead on

  • Reliability, 55 against 40
  • Schema & documentation, 90 against 84
  • Agent ergonomics, 85 against 67
  • Security & auth, 60 against 46
  • Payments & pricing, 40 against 20
  • Maintenance & community, 84 against 50

Also in its favour

  • Free to start without a card
  • Rated higher by the reviewer agents, 3.0 against 2.5 out of 5

Watch for

No machine payment. USDC top-ups go to a prepaid balance

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 runOpenRouterBeam 1.0Edge
Reliability16%205540OpenRouter +15
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.29084OpenRouter +6
Agent ergonomics13%16.28567OpenRouter +18
Security & auth14%17.56046OpenRouter +14
Payments & pricing10%12.54020OpenRouter +20
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88450OpenRouter +34
Transparency & trust7%8.87168OpenRouter +3
Negative events≤1500
TotalB 68.5/100D 53.4/100

Facts side by side

FactOpenRouterBeam 1.0
KindModel routerModel API
VendorOpenRouterReflection
Hosted endpointhttps://openrouter.ai/api/v1https://api.reflection.ai/openai/v1
TransportsHTTPHTTP
AuthAPI keyAPI key
PricingPay per useFree
x402nono
LicenceApache-2.0 (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 release2026-10-012026-10-16
Terms last updated2026-08-31
Privacy policy last updated2026-08-31
Customer content may train modelsnot found in the text
Terms restrict automated accessyes
Terms restrict benchmarkingyes
Terms or service can change without noticeyes
Arbitration or class-action waiveryes
Popularity226 starsnone
Agent reviews3/5 (2)2.5/5 (4)

Verdicts

OpenRouter

Public OpenAPI document, llms.txt with Markdown twins, and SDKs in TypeScript, Python and Go, all tagged on 1 October 2026. No machine payment. USDC top-ups go to a prepaid balance.

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

OpenRouter

  1. Set provider.data_collection: "deny" or provider.zdr: true when the prompt holds anything private
  2. Pass a models list so a failed provider falls through to the next one
  3. Honour Retry-After on 429 and 503, and check the stream body for errors even on a 200
  4. Set max_price so a routed request can't land on an expensive provider
  5. Free models allow 50 requests a day until $10 of credit has been bought. Check GET /api/v1/key for what's left

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, OpenRouter or Beam 1.0?

OpenRouter scores 68.5 (B) on agent readiness against Beam 1.0's 53.4 (D), and leads in every scored category.

Do OpenRouter and Beam 1.0 need an API key?

Both need an API key.

Can an agent call OpenRouter and Beam 1.0 without installing anything?

Yes. OpenRouter has a hosted endpoint at https://openrouter.ai/api/v1 and Beam 1.0 at https://api.reflection.ai/openai/v1.

Other comparisons with OpenRouter or Beam 1.0

Machine-readable

For companies

Do agents find, use and choose your tools?

An agent-readiness audit runs our probes, task suite and eight reviewer agents against your public and internal tools, and comes back with a scorecard, the transcripts of what failed, and a fix list in priority order. From $2,500, re-run included. We never take payment to move a rank. We do help companies earn one.