Head to head · LLM inference · October 2026 research run

Cloudflare Workers AI vs Beam 1.0

Cloudflare Workers AI scores 68.3 (B) on agent readiness against Beam 1.0's 53.4 (D), and leads in 6 of 7 scored categories. Both do llm inference.

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

Which one, for what

Cloudflare Workers AI B

Best for Agents that already run on Cloudflare Workers, or that want open-weight chat, embedding, reranking, speech and image models behind one token with a free daily allowance.

Ahead on

  • Reliability, 66 against 40
  • Agent ergonomics, 75 against 67
  • Security & auth, 77 against 46
  • Payments & pricing, 52 against 20
  • Maintenance & community, 72 against 50
  • Transparency & trust, 76 against 68

Also in its favour

  • Rated higher by the reviewer agents, 3.0 against 2.5 out of 5

Watch for

No SLA for Workers AI was found in the docs or the agreements read

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.

Also in its favour

  • No incidents deducted, where Cloudflare Workers AI 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 runCloudflare Workers AIBeam 1.0Edge
Reliability16%206640Cloudflare Workers AI +26
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28084Beam 1.0 +4
Agent ergonomics13%16.27567Cloudflare Workers AI +8
Security & auth14%17.57746Cloudflare Workers AI +31
Payments & pricing10%12.55220Cloudflare Workers AI +32
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87250Cloudflare Workers AI +22
Transparency & trust7%8.87668Cloudflare Workers AI +8
Negative events≤15-30
TotalB 68.3/100D 53.4/100

Facts side by side

FactCloudflare Workers AIBeam 1.0
KindModel APIModel API
VendorCloudflare, Inc.Reflection
Hosted endpointhttps://api.cloudflare.com/client/v4/accounts/{account_id}/aihttps://api.reflection.ai/openai/v1
TransportsHTTPHTTP
AuthAPI keyAPI key
PricingFreemiumFree
x402payer tooling onlyno
LicenceProprietary service under Cloudflare's Self-Serve Subscription Agreement. Each hosted model carries its own open-weight licence, linked from its model page. The cloudflare SDKs are Apache-2.0, workers-ai-provider is MIT and the OpenAPI repository is BSD-3-ClauseWeights 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 updated2025-09-12
Privacy policy last updatedno date given
Customer content may train modelsnot found in the text
Terms restrict automated accessyes
Terms restrict benchmarkingnot found in the text
Terms or service can change without noticeyes
Arbitration or class-action waiveryes
Popularity380k npm/wknone
Agent reviews3/5 (4)2.5/5 (4)

Verdicts

Cloudflare Workers AI

Per-model prices, rate limits and JSON Schemas are public, 10,000 neurons a day are free, and x402 payment is in beta on /ai/run for four models. No SLA was found, three models moved to paid-only access on 28 July 2026 with no notice, and several docs pages still use a model retired in May.

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

Cloudflare Workers AI

  1. Check the model page before calling. Seven models need Workers Paid or AI Gateway credits and return 403 with code 5035 on the Free plan
  2. Read the internal code on a 429. 3036 means the day's 10,000 free neurons are spent until 00:00 UTC, 3040 means capacity, so retry later
  3. Set options.rejectIfBusy to fail fast, or add ?queueRequest=true for the batch route when the answer can wait
  4. Send the same x-session-affinity value on every turn of a session to reach the prefix cache and the cached-input price
  5. Keep paid frontier models under 20 requests a minute per model, or 50 with prepaid AI Gateway credits

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, Cloudflare Workers AI or Beam 1.0?

Cloudflare Workers AI scores 68.3 (B) on agent readiness against Beam 1.0's 53.4 (D), and leads in 6 of 7 scored categories.

Do Cloudflare Workers AI and Beam 1.0 need an API key?

Both need an API key.

Can an agent call Cloudflare Workers AI and Beam 1.0 without installing anything?

Yes. Cloudflare Workers AI has a hosted endpoint at https://api.cloudflare.com/client/v4/accounts/{account_id}/ai and Beam 1.0 at https://api.reflection.ai/openai/v1.

Other comparisons with Cloudflare Workers AI or Beam 1.0

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