OpenAI compatible API · Attested · Public status

Thinking Machines: Inkling vs Google: Gemma 3 12B

Compare Thinking Machines: Inkling and Google: Gemma 3 12B by providers, context, price, and TrustedRouter route support.

Verify gateway
Onebase URL to migrate
100sof models and routes
Noneprompt logs by default
Compare routesProviders, price, context, and policy posture in one view.
Use auto when uptime mattersKeep a primary model and let fallback handle provider failures.
Same API shapeUse the OpenAI client and set the model you want.

Practical read

Google: Gemma 3 12B has the lower cheapest prompt+completion route on TrustedRouter. Thinking Machines: Inkling has more provider fallback routes, while Thinking Machines: Inkling has the larger context window. Current TrustedRouter probes show Thinking Machines: Inkling with the lower p50 TTFT.

$5.3025/1MThinking Machines: Inkling cheapest route
$0.1575/1MGoogle: Gemma 3 12B cheapest route
5994 msThinking Machines: Inkling measured p50 TTFT
11516 msGoogle: Gemma 3 12B measured p50 TTFT
Thinking Machines: InklingGoogle: Gemma 3 12B
Model idthinkingmachines/inklinggoogle/gemma-3-12b-it
PublisherTogetherGoogle AI Studio
AI IQ IQ 106#51
Context524,288 tokens131,072 tokens
Provider routes54
Cheapest route$5.3025/1M$0.1575/1M
Privacy posturehas ZDR routeprovider posture varies
Modes chat chat

Thinking Machines: Inkling routes

Google: Gemma 3 12B routes

Production choice

Pick a default model. Keep fallback enabled.

TrustedRouter is useful when you know the model you want, but still need provider rollover, budget limits, usage records, and a prompt path you can verify.

OpenAI clientPython
client = OpenAI(
    base_url="https://api.trustedrouter.com/v1",
    api_key="sk-tr-v1-..."
)

response = client.chat.completions.create(
    model="thinkingmachines/inkling",
    messages=messages,
)
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