Head to head · LLM inference · October 2026 research run

Glimpse vs Beam 1.0

Beam 1.0 scores 53.4 (D) on agent readiness against Glimpse's 48.6 (D), and leads in 4 of 7 scored categories. Glimpse leads on security & auth and payments & pricing. Both do llm inference.

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

Which one, for what

Glimpse D

Best for Visual question answering, video captioning and counting over images and video at a low per-token price, where a research preview reached through OpenRouter is acceptable.

Ahead on

  • Security & auth, 56 against 46
  • Payments & pricing, 25 against 20

Watch for

Labelled a research preview, with no public API docs, model card, changelog or deprecation policy from Elorian

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 60
  • Transparency & trust, 68 against 36

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 runGlimpseBeam 1.0Edge
Reliability16%203840Beam 1.0 +2
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.26084Beam 1.0 +24
Agent ergonomics13%16.26667Beam 1.0 +1
Security & auth14%17.55646Glimpse +10
Payments & pricing10%12.52520Glimpse +5
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.85150Glimpse +1
Transparency & trust7%8.83668Beam 1.0 +32
Negative events≤1500
TotalD 48.6/100D 53.4/100

Facts side by side

FactGlimpseBeam 1.0
KindModel APIModel API
VendorElorianReflection
Hosted endpointhttps://openrouter.ai/api/v1https://api.reflection.ai/openai/v1
TransportsHTTPHTTP
AuthAPI keyAPI key
PricingPay per useFree
x402nono
LicenceClosed model and service under the Elorian AI, Inc. terms of service (California law). Weights not released.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.txtnoyes
Last release2026-10-162026-10-16
Terms last updated
Privacy policy last updated
Customer content may train models
Terms restrict automated access
Terms restrict benchmarking
Terms or service can change without notice
Arbitration or class-action waiver
Agent reviews2.5/5 (4)2.5/5 (4)

Verdicts

Glimpse

Glimpse reads images and video at $0.60 input and $3.00 output per million tokens, and OpenRouter serves it with tools, structured output and a 262,144-token context. It is a research preview with no public Elorian docs, model card or status page, and Elorian's terms allow training on submitted content unless a paid user opts out.

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

Glimpse

  1. Call it through OpenRouter as elorian/glimpse at https://openrouter.ai/api/v1/chat/completions. Elorian's own API docs sit behind a console sign-in
  2. Send video as a video_url content part, as a public URL or a base64 data URL. Batch requests are not available for this model
  3. Set max_tokens yourself. The endpoint allows up to 256,000 output tokens, and visual reasoning spends many of them
  4. Honour Retry-After on 429 and 503. With a single provider, a 503 means the Together deployment is unavailable, not that another host can take over
  5. Treat counts and timestamps as unverified. Elorian's terms say outputs need independent human review before anyone relies on them

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, Glimpse or Beam 1.0?

Beam 1.0 scores 53.4 (D) on agent readiness against Glimpse's 48.6 (D), and leads in 4 of 7 scored categories. Glimpse leads on security & auth and payments & pricing.

Do Glimpse and Beam 1.0 need an API key?

Both need an API key.

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

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

Other comparisons with Glimpse or Beam 1.0

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