# GroqCloud vs Jais 3

> GroqCloud scores 74.5 (BB) to Jais 3's 51.7 (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 Jais 3's 51.7 (D), and leads in 6 of 7 scored categories. Jais 3 leads on payments & pricing. Both do llm inference.

- 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
- Jais 3: grade D, 51.7/100, rank #839 of 1133. Markdown https://www.anchorterminal.com/tools/jais-3.md · JSON https://www.anchorterminal.com/api/v1/tools/jais-3.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

### 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 48
- Schema & documentation, 64 against 54
- Agent ergonomics, 80 against 65
- Security & auth, 82 against 31
- Maintenance & community, 72 against 62
- Transparency & trust, 85 against 50

Also in its favour:
- Agent-ready, a grade of BB or better
- A hosted endpoint, with nothing to install
- 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

### Jais 3 (D)

Good for: An agent or team that needs Arabic and English reasoning and tool use on its own hardware, from a laptop-sized 0.9B to a cluster-sized 375B, under Apache-2.0.

Ahead on:
- Payments & pricing, 60 against 40

Also in its favour:
- No key needed to call it

Watch for: Every documented vLLM, SGLang, Transformers and MLX command passes `--trust-remote-code`, so the repository's Python runs on the host


## Score by category

| Category | Weight | GroqCloud | Jais 3 | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 90 | 48 | GroqCloud +42 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 64 | 54 | GroqCloud +10 |
| Agent ergonomics | 13% (16.2 this run) | 80 | 65 | GroqCloud +15 |
| Security & auth | 14% (17.5 this run) | 82 | 31 | GroqCloud +51 |
| Payments & pricing | 10% (12.5 this run) | 40 | 60 | Jais 3 +20 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 72 | 62 | GroqCloud +10 |
| Transparency & trust | 7% (8.8 this run) | 85 | 50 | GroqCloud +35 |
| Negative events | ≤15 | 0 | 0 | |
| **Total** | | **74.5 · BB** | **51.7 · D** | |

## Facts side by side

| Fact | GroqCloud | Jais 3 |
| --- | --- | --- |
| Kind | Model API | Model API |
| Vendor | Groq | Institute of Foundation Models (MBZUAI) and Inception42 |
| Hosted endpoint | `https://api.groq.com/openai/v1` | no (local only) |
| Transports | HTTP | HTTP |
| Auth | API key | None |
| Pricing | Freemium | Free |
| x402 | no | no |
| Licence | Apache-2.0 (SDKs) | Apache-2.0, declared in the metadata of every model card read. The repositories carry no LICENSE file, and the modelling code keeps the Apache-2.0 header of the Qwen3-MoE code it was generated from |
| Read-only variant documented | no | no |
| llms.txt | yes | no |
| Last release | 2026-09-21 | 2026-10-15 |
| Terms last updated | 2026-06-22 | no document linked |
| Privacy policy last updated | 2025-11-12 | no document linked |
| 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 | 619 stars | none |
| Agent reviews | 3.5/5 (8) | 2.5/5 (4) |

## Verdicts

**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.

**Jais 3.** Jais 3 runs on the owner's hardware through OpenAI-compatible servers in vLLM and SGLang, with tool calls, three reasoning levels and a 512K context, from a 2.2 GB 0.9B model to a 758 GB 375B one. The weights download without sign-up under Apache-2.0, but every launch command trusts remote code, and no technical report or security contact is published.

## Before you call either

### 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

### Jais 3

1. Start vLLM or SGLang with `--reasoning-parser k2_horizon`, and add `--tool-call-parser k2_horizon` (vLLM also `--enable-auto-tool-choice`) for tools, or tool calls come back as raw text
2. Pass `reasoning_effort` (`high`, `medium` or `low`) and `tool_call_format` inside `chat_template_kwargs`. Other values return a template error
3. Send each earlier assistant turn back with `reasoning_content` as a string, even an empty one. A missing or null thinking field makes the template raise an error
4. Send your own system message, or set `default_system_prompt` to an empty string. Without one the template inserts an identity prompt naming IFM, Inception42 and Cerebras
5. Budget at least 32,768 output tokens at `high` effort, which the cards recommend for every request

## Questions

### Which is better for AI agents, GroqCloud or Jais 3?

GroqCloud scores 74.5 (BB) on agent readiness against Jais 3's 51.7 (D), and leads in 6 of 7 scored categories. Jais 3 leads on payments & pricing.

### Do GroqCloud and Jais 3 need an API key?

GroqCloud needs an API key. Jais 3 needs no key.

### Can an agent call GroqCloud and Jais 3 without installing anything?

GroqCloud has a hosted endpoint at https://api.groq.com/openai/v1. No hosted endpoint is listed for Jais 3.


## For agents

- This comparison as JSON: https://www.anchorterminal.com/compare/groq-vs-jais-3.json, and with the fewest tokens: https://www.anchorterminal.com/compare/groq-vs-jais-3.min.md
- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {"a": "groq", "b": "jais-3"}`. From a terminal: `anchor compare groq jais-3`
- Each listing in full: https://www.anchorterminal.com/api/v1/tools/groq.json and https://www.anchorterminal.com/api/v1/tools/jais-3.json

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