Models

inclusionAI/Ling-mini-2.0 vs Kimi K3

Compare inclusionAI/Ling-mini-2.0 from InclusionAI and Kimi K3 from Moonshot AI on key metrics including benchmarks, price, context length, and other model features. Access both models and hundreds of others through the AIHubMix API.

InclusionAIinclusionAI/Ling-mini-2.0Moonshot AIKimi K3
InclusionAI logo
inclusionAI/Ling-mini-2.0
InclusionAI · text → text

Ling-mini-2.0 is a small-sized, high-performance large language model based on the MoE architecture. It has a total of 16 billion parameters, but only activates 1.4 billion parameters per token (non-embedding 789 million), achieving extremely high generation speed. Thanks to the efficient MoE design and large-scale high-quality training data, despite activating only 1.4 billion parameters, Ling-mini-2.0 still demonstrates top-tier performance on downstream tasks comparable to dense LLMs under 10 billion parameters and even larger-scale MoE models.

Input$0.07 /M
Output$0.27 /M
Moonshot AI logo
Kimi K3
Moonshot AI · text, image, video → text

Kimi K3 is Kimi’s flagship model for long-horizon coding and end-to-end knowledge work, with a 1M-token context window and industry-leading intelligence.

Input$3.00 /M
Output$15.00 /M

Pricing & Specifications

Prices are per million tokens. Time to First Token and throughput are rolling averages measured on AIHubMix.

inclusionAI/Ling-mini-2.0
Kimi K3
Input /M
$0.07
$3.00
Output /M
$0.27
$15.00
Cache read /M
$0.07
$0.30
Context length
NaN
1,048,576
Max output
0
1,048,576
Time to First Token
-
0.9 s
Throughput
-
73.1 tok/s
Modalities
text
textimagevideo
Supported Parameters
toolsfunction callingstructured outputs
thinkingfunction callingstructured outputs
API Formats
Released
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-

Promotional prices show the discounted rate; see each model page for promotion windows.

Activity Past 30 Days

Daily traffic served through AIHubMix — how demand for each model is trending.

inclusionAI/Ling-mini-2.0kimi-k3

Tokens / day

-

Requests / day

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Performance Past 3 Days

Measured on real AIHubMix traffic, hourly buckets. Gaps mean no traffic in that hour.

inclusionAI/Ling-mini-2.0kimi-k3

Throughput (tok/s)

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TTFT (s)

-

Uptime (%)

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Cost calculator

Estimate your monthly bill for the same workload on each model.

inclusionAI/Ling-mini-2.0
$8.16 /mo
Kimi K3
$405 /mo

Monthly = daily × 30. Discounted rates applied where a promotion is active.

FAQ

Which is cheaper: inclusionAI/Ling-mini-2.0, Kimi K3?

inclusionAI/Ling-mini-2.0: $0.27/M output tokens; Kimi K3: $15.00/M. Use the cost calculator above to estimate your own workload.

What inputs and capabilities does each model support?

inclusionAI/Ling-mini-2.0 accepts text input and supports tool calling, function calling and structured outputs; Kimi K3 accepts text, image and video input and supports thinking, function calling and structured outputs.

Can I call inclusionAI/Ling-mini-2.0 and Kimi K3 with the same API key?

Yes. AIHubMix serves every model on this page behind one OpenAI-compatible endpoint, so switching between them is a one-line change to the model field — no second account, key or SDK.

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