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
| Category | Weight this run | Glimpse | Beam 1.0 | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 38 | 40 | Beam 1.0 +2 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 60 | 84 | Beam 1.0 +24 |
| Agent ergonomics | 13%16.2 | 66 | 67 | Beam 1.0 +1 |
| Security & auth | 14%17.5 | 56 | 46 | Glimpse +10 |
| Payments & pricing | 10%12.5 | 25 | 20 | Glimpse +5 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 51 | 50 | Glimpse +1 |
| Transparency & trust | 7%8.8 | 36 | 68 | Beam 1.0 +32 |
| Negative events | ≤15 | 0 | 0 | |
| Total | D 48.6/100 | D 53.4/100 |
Facts side by side
| Fact | Glimpse | Beam 1.0 |
|---|---|---|
| Kind | Model API | Model API |
| Vendor | Elorian | Reflection |
| Hosted endpoint | https://openrouter.ai/api/v1 | https://api.reflection.ai/openai/v1 |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Pay per use | Free |
| x402 | no | no |
| Licence | Closed 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 documented | no | no |
| llms.txt | no | yes |
| Last release | 2026-10-16 | 2026-10-16 |
| 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 reviews | 2.5/5 (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
- Call it through OpenRouter as
elorian/glimpseat https://openrouter.ai/api/v1/chat/completions. Elorian's own API docs sit behind a console sign-in - Send video as a
video_urlcontent part, as a public URL or a base64 data URL. Batch requests are not available for this model - Set
max_tokensyourself. The endpoint allows up to 256,000 output tokens, and visual reasoning spends many of them - 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
- Treat counts and timestamps as unverified. Elorian's terms say outputs need independent human review before anyone relies on them
Beam 1.0
- Send
reasoning_effortlowormediumfor short tasks. The default ismax, andnoneorminimalreturn400 unsupported_value - Return every assistant message with its
reasoning_contentunchanged. If a turn comes back without it, start a new conversation, since later requests fail withmissing_required_parameter - Don't rely on
stoporseed. Both are accepted and ignored, so truncate output in your own code - Honour
x-should-retry: falseon a 429. It means a daily limit is spent andRetry-Aftercounts to 00:00 UTC - Set
max_completion_tokensyourself 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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- Cohere Chat API (Command models) vs Glimpse
- Cohere Chat API (Command models) vs Beam 1.0
- DeepInfra vs Glimpse
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- Glimpse vs Gemini Developer API
- Glimpse vs GroqCloud
- Glimpse vs Jais 3
- Glimpse vs Meta Model API
- Glimpse vs Mistral AI API
- Glimpse vs Muse Spark Open
- Glimpse vs Nemotron 3.5 Super VL
- Glimpse vs Novita AI
- Glimpse vs OpenAI API
- Glimpse vs OpenRouter
- Glimpse vs Prism Inference
- Glimpse vs RouterPlus
- Glimpse vs SambaCloud
- Glimpse vs SiliconFlow
- Glimpse vs StepFun API
- Glimpse vs Vercel AI Gateway
- Gemini Developer API vs Beam 1.0
- GroqCloud vs Beam 1.0
- Jais 3 vs Beam 1.0
- Meta Model API vs Beam 1.0
- Mistral AI API vs Beam 1.0
- Muse Spark Open vs Beam 1.0
- Novita AI vs Beam 1.0
- OpenAI API vs Beam 1.0
- OpenRouter vs Beam 1.0
- Prism Inference vs Beam 1.0
- Beam 1.0 vs RouterPlus
- Beam 1.0 vs SambaCloud
- Beam 1.0 vs SiliconFlow
- Beam 1.0 vs StepFun API
- Beam 1.0 vs Vercel AI Gateway
- Nemotron 3.5 Super VL vs Beam 1.0
Machine-readable
- This page as Markdown
/compare/elorian-glimpse-vs-reflection-beam.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/elorian-glimpse.json·/api/v1/tools/reflection-beam.json - From a terminal
anchor compare elorian-glimpse reflection-beam(the CLI) - Over MCP
compare_tools {"a": "elorian-glimpse", "b": "reflection-beam"}at/mcp, no key