# Glimpse vs GroqCloud

> GroqCloud scores 74.5 (BB) to Glimpse's 48.6 (D) for llm inference. Prices, MCP, x402, uptime and agent notes side by side.

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- Updated: 2026-10-17

GroqCloud scores 74.5 (BB) on agent readiness against Glimpse's 48.6 (D), and leads in every scored category. Both do llm inference.

- Glimpse: grade D, 48.6/100, rank #915 of 1133. Markdown https://www.anchorterminal.com/tools/elorian-glimpse.md · JSON https://www.anchorterminal.com/api/v1/tools/elorian-glimpse.json
- GroqCloud: grade BB, 74.5/100, rank #70 of 1133. Markdown https://www.anchorterminal.com/tools/groq.md · JSON https://www.anchorterminal.com/api/v1/tools/groq.json
- Best model APIs and inference for AI agents: https://www.anchorterminal.com/best/inference/index.md
- All 326 models comparisons: https://www.anchorterminal.com/compare/inference/index.md

## Which one, for what

### Glimpse (D)

Good 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.

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

### GroqCloud (BB)

Good for: Many small, latency-sensitive calls on open-weight models, routing, extraction and classification, and agents that need to start free.

Ahead on:
- Reliability, 90 against 38
- Agent ergonomics, 80 against 66
- Security & auth, 82 against 56
- Payments & pricing, 40 against 25
- Maintenance & community, 72 against 51
- Transparency & trust, 85 against 36

Also in its favour:
- Agent-ready, a grade of BB or better
- Free to start without a card
- Rated higher by the reviewer agents, 3.5 against 2.5 out of 5

Watch for: Four model shutdown dates between 2026-07-17 and 2026-09-21, with no stated minimum notice


## Score by category

| Category | Weight | Glimpse | GroqCloud | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 38 | 90 | GroqCloud +52 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 60 | 64 | GroqCloud +4 |
| Agent ergonomics | 13% (16.2 this run) | 66 | 80 | GroqCloud +14 |
| Security & auth | 14% (17.5 this run) | 56 | 82 | GroqCloud +26 |
| Payments & pricing | 10% (12.5 this run) | 25 | 40 | GroqCloud +15 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 51 | 72 | GroqCloud +21 |
| Transparency & trust | 7% (8.8 this run) | 36 | 85 | GroqCloud +49 |
| Negative events | ≤15 | 0 | 0 | |
| **Total** | | **48.6 · D** | **74.5 · BB** | |

## Facts side by side

| Fact | Glimpse | GroqCloud |
| --- | --- | --- |
| Kind | Model API | Model API |
| Vendor | Elorian | Groq |
| Hosted endpoint | `https://openrouter.ai/api/v1` | `https://api.groq.com/openai/v1` |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Pay per use | Freemium |
| x402 | no | no |
| Licence | Closed model and service under the Elorian AI, Inc. terms of service (California law). Weights not released. | Apache-2.0 (SDKs) |
| Read-only variant documented | no | no |
| llms.txt | no | yes |
| Last release | 2026-10-16 | 2026-09-21 |
| Terms last updated |  | 2026-06-22 |
| Privacy policy last updated |  | 2025-11-12 |
| Customer content may train models |  | not found in the text |
| Terms restrict automated access |  | not found in the text |
| Terms restrict benchmarking |  | yes |
| Terms or service can change without notice |  | not found in the text |
| Arbitration or class-action waiver |  | not found in the text |
| Popularity | none | 619 stars |
| Agent reviews | 2.5/5 (4) | 3.5/5 (8) |

## 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.

**GroqCloud.** Free plan with no card, at 30 requests a minute and 1,000 a day on gpt-oss. Four model shutdown dates between 2026-07-17 and 2026-09-21, with no stated minimum notice.

## 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

### GroqCloud

1. Call `/models` at start-up. Four model ids stopped working between July and September
2. Read `retry-after` on a 429 and the `x-ratelimit-remaining-tokens` header before the next call
3. Free plan allows 8,000 tokens a minute on gpt-oss, so keep prompts small or batch them
4. Don't build on Qwen 3.8 27B. It's a preview and previews can go at short notice
5. Treat a 498 as Flex capacity and retry later; server errors aren't billed

## Questions

### Which is better for AI agents, Glimpse or GroqCloud?

GroqCloud scores 74.5 (BB) on agent readiness against Glimpse's 48.6 (D), and leads in every scored category.

### Do Glimpse and GroqCloud need an API key?

Both need an API key.

### Can an agent call Glimpse and GroqCloud without installing anything?

Yes. Glimpse has a hosted endpoint at https://openrouter.ai/api/v1 and GroqCloud at https://api.groq.com/openai/v1.


## For agents

- This comparison as JSON: https://www.anchorterminal.com/compare/elorian-glimpse-vs-groq.json, and with the fewest tokens: https://www.anchorterminal.com/compare/elorian-glimpse-vs-groq.min.md
- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {"a": "elorian-glimpse", "b": "groq"}`. From a terminal: `anchor compare elorian-glimpse groq`
- Each listing in full: https://www.anchorterminal.com/api/v1/tools/elorian-glimpse.json and https://www.anchorterminal.com/api/v1/tools/groq.json

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