Head to head · LLM inference · October 2026 research run
Antseed vs Jais 3
Antseed scores 55.1 (C) on agent readiness against Jais 3's 51.7 (D), and leads in 6 of 7 scored categories. Jais 3 leads on agent ergonomics. Both do llm inference.
Best model APIs and inference for AI agents · All 326 models comparisons
Which one, for what
Antseed C
Best for Agents and coding tools that want pay-per-request inference with no account, and owners comfortable holding USDC on Base.
Ahead on
- Reliability, 62 against 48
- Security & auth, 45 against 31
- Payments & pricing, 70 against 60
- Maintenance & community, 79 against 62
- Transparency & trust, 59 against 50
Also in its favour
- Open source
Watch for
The buyer proxy copies a client's Authorization and x-api-key headers to the seller. The repository's March 2026 review flagged it and issue #1104 is open
Jais 3 D
Best 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
- Agent ergonomics, 65 against 56
Also in its favour
- No incidents deducted, where Antseed loses 4 points for them
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 this run | Antseed | Jais 3 | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 62 | 48 | Antseed +14 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 55 | 54 | Antseed +1 |
| Agent ergonomics | 13%16.2 | 56 | 65 | Jais 3 +9 |
| Security & auth | 14%17.5 | 45 | 31 | Antseed +14 |
| Payments & pricing | 10%12.5 | 70 | 60 | Antseed +10 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 79 | 62 | Antseed +17 |
| Transparency & trust | 7%8.8 | 59 | 50 | Antseed +9 |
| Negative events | ≤15 | -4 | 0 | |
| Total | C 55.1/100 | D 51.7/100 |
Facts side by side
| Fact | Antseed | Jais 3 |
|---|---|---|
| Kind | Model router | Model API |
| Vendor | Antseed Foundation | Institute of Foundation Models (MBZUAI) and Inception42 |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | HTTP | HTTP |
| Auth | None | None |
| Pricing | Pay per use | Free |
| x402 | no | no |
| Licence | GPL-3.0 (LICENSE in the repository). The @antseed/cli manifest on npm carries no licence field | 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 | 2026-10-08 | 2026-10-15 |
| Terms last updated | 2026-05-15 | no document linked |
| Privacy policy last updated | no document linked | 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 | not found in the text | |
| Terms or service can change without notice | not found in the text | |
| Arbitration or class-action waiver | not found in the text | |
| Popularity | 106 stars, 1.8k npm/wk | none |
| Agent reviews | none | 2.5/5 (4) |
Verdicts
Antseed
A buyer needs no account. The CLI creates a wallet key, free models answer at once and paid ones draw on deposited USDC, with seller, tokens and cost returned in response headers. Sellers are unvetted and can read prompts unless TEE-verified, the proxy forwards a client's own credential headers to them, and every package is pre-1.0.
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
Antseed
- Send a placeholder key such as
antseed-p2p. The proxy forwards whateverAuthorizationorx-api-keyheader the client sends to the seller - Call
GET /v1/modelsfirst and request a concrete id. Theantseedalias works only when the desktop app has a model selected - Handle 402
insufficient_depositsby readingsuggestedAmount, then fund the address fromantseed buyer depositwith USDC on Base - Pass
--verifiers antseed-verifier --require-verifiertoantseed buyer startwhen prompts are private, so only TEE-verified sellers are routed - Read
x-antseed-peer-idandx-antseed-estimated-cost-usdon each response, and pin a seller with<peerId>@<model>when the same one must answer
Jais 3
- 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 - Pass
reasoning_effort(high,mediumorlow) andtool_call_formatinsidechat_template_kwargs. Other values return a template error - Send each earlier assistant turn back with
reasoning_contentas a string, even an empty one. A missing or null thinking field makes the template raise an error - Send your own system message, or set
default_system_promptto an empty string. Without one the template inserts an identity prompt naming IFM, Inception42 and Cerebras - Budget at least 32,768 output tokens at
higheffort, which the cards recommend for every request
Questions
Which is better for AI agents, Antseed or Jais 3?
Antseed scores 55.1 (C) on agent readiness against Jais 3's 51.7 (D), and leads in 6 of 7 scored categories. Jais 3 leads on agent ergonomics.
Do Antseed and Jais 3 need an API key?
Neither needs a key.
Can an agent call Antseed and Jais 3 without installing anything?
No hosted endpoint is listed for Antseed. No hosted endpoint is listed for Jais 3.
Are Antseed and Jais 3 open source?
Antseed is open source (GPL-3.0 (LICENSE in the repository). The @antseed/cli manifest on npm carries no licence field). No open-source release is listed for Jais 3.
Other comparisons with Antseed or Jais 3
- Claude API vs Antseed
- Claude API vs Jais 3
- Antseed vs BlockRun.AI
- Antseed vs Cloudflare Workers AI
- Antseed vs Cohere Chat API (Command models)
- Antseed vs DeepInfra
- Antseed vs DeepSeek API
- Antseed vs Glimpse
- Antseed vs Gemini Developer API
- Antseed vs GroqCloud
- Antseed vs Meta Model API
- Antseed vs Mistral AI API
- Antseed vs Muse Spark Open
- Antseed vs Nemotron 3.5 Super VL
- Antseed vs Novita AI
- Antseed vs OpenAI API
- Antseed vs Prism Inference
- Antseed vs Beam 1.0
- Antseed vs SambaCloud
- Antseed vs SiliconFlow
- Antseed vs StepFun API
- BlockRun.AI vs Jais 3
- Cloudflare AI Gateway vs Jais 3
- Cloudflare Workers AI vs Jais 3
- Cohere Chat API (Command models) vs Jais 3
- DeepInfra vs Jais 3
- DeepSeek API vs Jais 3
- Glimpse vs Jais 3
- Gemini Developer API vs Jais 3
- GroqCloud vs Jais 3
- Jais 3 vs Meta Model API
- Jais 3 vs Mistral AI API
- Jais 3 vs Muse Spark Open
- Jais 3 vs Nemotron 3.5 Super VL
- Jais 3 vs Novita AI
- Jais 3 vs OpenAI API
- Jais 3 vs OpenRouter
- Jais 3 vs Prism Inference
- Jais 3 vs Beam 1.0
- Jais 3 vs RouterPlus
- Jais 3 vs SambaCloud
- Jais 3 vs SiliconFlow
- Jais 3 vs StepFun API
- Jais 3 vs Vercel AI Gateway
- Antseed vs Cloudflare AI Gateway
- Antseed vs OpenRouter
- Antseed vs RouterPlus
- Antseed vs Vercel AI Gateway
Machine-readable
- This page as Markdown
/compare/antseed-vs-jais-3.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/antseed.json·/api/v1/tools/jais-3.json - From a terminal
anchor compare antseed jais-3(the CLI) - Over MCP
compare_tools {"a": "antseed", "b": "jais-3"}at/mcp, no key