Models

inclusionAI/Ling-flash-2.0 vs Kimi K3

Output tokens cost $0.54 per million on inclusionAI/Ling-flash-2.0 and $15.00 per million on Kimi K3. Input tokens cost $0.14 per million on inclusionAI/Ling-flash-2.0 and $3.00 per million on Kimi K3. Cached input tokens are billed at $0.14 per million on inclusionAI/Ling-flash-2.0 and $0.30 per million on Kimi K3.

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

Ling-flash-2.0 is a language model from inclusionAI with a total of 100 billion parameters, of which 6.1 billion are activated per token (4.8 billion non-embedding). As part of the Ling 2.0 architecture series, it is designed as a lightweight yet powerful Mixture-of-Experts (MoE) model. It aims to deliver performance comparable to or even exceeding that of 40B-level dense models and other larger MoE models, but with a significantly smaller active parameter count. The model represents a strategy focused on achieving high performance and efficiency through extreme architectural design and training methods.

Input$0.14 /M
Output$0.54 /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-flash-2.0
Kimi K3
Input /M
$0.14
$3.00
Output /M
$0.54
$15.00
Cache read /M
$0.14
$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
-
-

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-flash-2.0kimi-k3

Tokens / day

-

Requests / day

-

Performance Past 3 Days

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

inclusionAI/Ling-flash-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-flash-2.0
$16.32 /mo
Kimi K3
$405 /mo

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

FAQ

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

inclusionAI/Ling-flash-2.0: $0.54/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-flash-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-flash-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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