Any model. Any geography. One API.

OpenAI-compatible endpoints. Drop-in replacement.

Hit a subdomain, get a geo-specialized response.

Hourly retrained. 172 geos. 35 languages.

Early access — invitations rolling out

Capabilities

california.toolkit-llm.com/v1/chat → California-specialized. tokyo.toolkit-llm.com/v1/chat → Japan-specialized. Any geo, same API.

Same request format. Same response format. Change one line — your base URL — and get geo intelligence.

california.toolkit-llm.com/dealergpt/v1/chat → California car market specialist. Geo + vertical in one call.

Choose toolkit-qwen3-4b, toolkit-glm-4.7-flash, or the tk_ provider-rate lineup. Each model understands every geography.

Full streaming support. Tool use. Structured output. Everything you expect from a modern LLM API.

Free tier: 100 req/day. Pro: 10K req/day. Enterprise: unlimited. No per-token billing surprises.

toolkit-qwen3-4bProduction

$0.08/1M input · $0.34/1M output · 32K context

toolkit-glm-4.7-flashProduction

$0.12/1M input · $0.80/1M output · 200K context

tk_deepseek_v4_flashProduction

$0.14/1M input · $0.28/1M output · 1M context

tk_grok_buildProduction

$1.00/1M input · $2.00/1M output · 256K context

tk_deepseek_v4_proProduction

$0.435/1M input · $0.87/1M output · 1M context

toolkit-voiceComing

Real-time streaming · 29 languages · $0.10/min

POSThttps://toolkit-llm.com/v1/chat/completions

{
  "model": "toolkit-qwen3-4b",
  "messages": [
    { "role": "user", "content": "東京で住民票を取得するにはどうすればいいですか？" }
  ]
}

Response

住民票は区役所または出張所で取得できます。必要なもの：(1) 本人確認書類（マイナンバーカード、運転免許証等）、(2) 手数料300円。マイナンバーカードがあればコンビニでも取得可能です。