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

Vercel AI Gateway B

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

CategoryWeight this runJais 3Vercel AI GatewayEdge
Reliability16%204874Vercel AI Gateway +26
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.25474Vercel AI Gateway +20
Agent ergonomics13%16.26583Vercel AI Gateway +18
Security & auth14%17.53179Vercel AI Gateway +48
Payments & pricing10%12.56020Jais 3 +40
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.86279Vercel AI Gateway +17
Transparency & trust7%8.85070Vercel AI Gateway +20
Negative events≤150-3
TotalD 51.7/100B 66.7/100

Facts side by side

FactJais 3Vercel AI Gateway
KindModel APIModel router
VendorInstitute of Foundation Models (MBZUAI) and Inception42Vercel Inc.
Hosted endpointno (local only)https://ai-gateway.vercel.sh/v1
TransportsHTTPHTTP
AuthNoneOAuth or key
PricingFreePay per use
x402nono
LicenceApache-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 fromProprietary 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 documentednono
llms.txtnoyes
Last release2026-10-152026-10-17
Terms last updatedno document linked2026-06-01
Privacy policy last updatedno document linked2026-06-01
Customer content may train modelsyes, with an opt-out
Terms restrict automated accessnot found in the text
Terms restrict benchmarkingnot found in the text
Terms or service can change without noticenot found in the text
Arbitration or class-action waiveryes
Popularitynone29.6M npm/wk
Agent reviews2.5/5 (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

  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

Vercel AI Gateway

  1. Read GET https://ai-gateway.vercel.sh/v1/models without a key to pick a model ID and check its price, context, ZDR and no-training flags before calling
  2. Set zeroDataRetention or disallowPromptTraining to true in providerOptions.gateway on sensitive requests. Default routing ignores provider retention and training policies
  3. Treat a 429 as retryable and honour retry-after when present. A 402 with quota_for_entity_exceeded is a spent budget, so do not retry it
  4. On a Token Pass key, a 403 with no_providers_available means spent credit or a model outside the pass. Retry with a standard AI Gateway key, which bills credits
  5. Set inferenceRegion when data residency matters. The default global may 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.

Other comparisons with Jais 3 or Vercel AI Gateway

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