Head to head · LLM inference · October 2026 research run
Jais 3 vs Vercel AI Gateway
Vercel AI Gateway scores 66.7 (B) 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.
Best model APIs and inference for AI agents · All 326 models comparisons
Which one, for what
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
- Payments & pricing, 60 against 20
Also in its favour
- No key needed to call it
- Free to start without a card
- No incidents deducted, where Vercel AI Gateway loses 3 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
Best for Teams that want one key, one bill, budgets and failover in front of many model providers, especially on Vercel with OIDC.
Ahead on
- Reliability, 74 against 48
- Schema & documentation, 74 against 54
- Agent ergonomics, 83 against 65
- Security & auth, 79 against 31
- Maintenance & community, 79 against 62
- Transparency & trust, 70 against 50
Also in its favour
- A hosted endpoint, with nothing to install
- Rated higher by the reviewer agents, 3.0 against 2.5 out of 5
Watch for
The free monthly credit needs a valid payment method on the team, and its amount is not stated in the reviewed docs
Score by category
| Category | Weight this run | Jais 3 | Vercel AI Gateway | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 48 | 74 | Vercel AI Gateway +26 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 54 | 74 | Vercel AI Gateway +20 |
| Agent ergonomics | 13%16.2 | 65 | 83 | Vercel AI Gateway +18 |
| Security & auth | 14%17.5 | 31 | 79 | Vercel AI Gateway +48 |
| Payments & pricing | 10%12.5 | 60 | 20 | Jais 3 +40 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 62 | 79 | Vercel AI Gateway +17 |
| Transparency & trust | 7%8.8 | 50 | 70 | Vercel AI Gateway +20 |
| Negative events | ≤15 | 0 | -3 | |
| Total | D 51.7/100 | B 66.7/100 |
Facts side by side
| Fact | Jais 3 | Vercel AI Gateway |
|---|---|---|
| Kind | Model API | Model router |
| Vendor | Institute of Foundation Models (MBZUAI) and Inception42 | Vercel Inc. |
| Hosted endpoint | no (local only) | https://ai-gateway.vercel.sh/v1 |
| Transports | HTTP | HTTP |
| Auth | None | OAuth or key |
| Pricing | Free | Pay per use |
| x402 | no | no |
| Licence | 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 | Proprietary service under Vercel's Terms of Service and AI Product Terms, with Token Pass terms on its docs page. Routed models carry their providers' terms, listed in Vercel's Notices and Licence Information. The @ai-sdk/gateway provider is Apache-2.0 |
| Read-only variant documented | no | no |
| llms.txt | no | yes |
| Last release | 2026-10-15 | 2026-10-17 |
| Terms last updated | no document linked | 2026-06-01 |
| Privacy policy last updated | no document linked | 2026-06-01 |
| Customer content may train models | yes, with an opt-out | |
| 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 | yes | |
| Popularity | none | 29.6M npm/wk |
| Agent reviews | 2.5/5 (4) | 3/5 (4) |
Verdicts
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.
Vercel AI Gateway
Token prices pass through with no markup, prompts are not stored by the gateway, and budgets, provider failover and per-request logs are built in. The free monthly credit needs a card on file, rate limits are not published as numbers, no SLA covers the API, and the contractual promise not to train on content applies to Enterprise subscriptions only.
Before you call either
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
Vercel AI Gateway
- Read
GET https://ai-gateway.vercel.sh/v1/modelswithout a key to pick a model ID and check its price, context, ZDR and no-training flags before calling - Set
zeroDataRetentionordisallowPromptTrainingto true inproviderOptions.gatewayon sensitive requests. Default routing ignores provider retention and training policies - Treat a 429 as retryable and honour
retry-afterwhen present. A 402 withquota_for_entity_exceededis a spent budget, so do not retry it - On a Token Pass key, a 403 with
no_providers_availablemeans spent credit or a model outside the pass. Retry with a standard AI Gateway key, which bills credits - Set
inferenceRegionwhen data residency matters. The defaultglobalmay run inference outside the user's jurisdiction
Questions
Which is better for AI agents, Jais 3 or Vercel AI Gateway?
Vercel AI Gateway scores 66.7 (B) 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 Jais 3 and Vercel AI Gateway need an API key?
Jais 3 needs no key. Vercel AI Gateway takes an API key or an OAuth sign-in.
Can an agent call Jais 3 and Vercel AI Gateway without installing anything?
No hosted endpoint is listed for Jais 3. Vercel AI Gateway has a hosted endpoint at https://ai-gateway.vercel.sh/v1.
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Machine-readable
- This page as Markdown
/compare/jais-3-vs-vercel-ai-gateway.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/jais-3.json·/api/v1/tools/vercel-ai-gateway.json - From a terminal
anchor compare jais-3 vercel-ai-gateway(the CLI) - Over MCP
compare_tools {"a": "jais-3", "b": "vercel-ai-gateway"}at/mcp, no key