Models

Kimi K3 vs Ling 3.0 Flash

Compare Kimi K3 from Moonshot AI and Ling 3.0 Flash from InclusionAI on key metrics including benchmarks, price, context length, and other model features. Access both models and hundreds of others through the AIHubMix API.

Moonshot AIKimi K3InclusionAILing 3.0 Flash
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 /M
Output$15 /M
Cache read$0.3 /M
InclusionAI logo
Ling 3.0 Flash
InclusionAI · text → text

ling-3.0-flash is Inclusionai's 124B Mixture-of-Experts (MoE) text model, designed for production-scale agentic inference and token-efficient text generation. Activating approximately 5.1B parameters per token, it offers an extensive 262,144-token context window alongside cost-effective pricing at $0.06 per 1M input, $0.18 per 1M output, and $0.01 per 1M cache tokens.

Input$0.06 /M
Output$0.18 /M
Cache read$0.012 /M

Pricing & Specifications

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

Kimi K3
Ling 3.0 Flash
Input /M
$3
$0.06
Output /M
$15
$0.18
Cache read /M
$0.3
$0.012
Context length
1,048,576
262,144
Max output
1,048,576
0
Time to First Token
0.9 s
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Throughput
73.1 tok/s
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Modalities
textimagevideo
text
Supported Parameters
thinkingfunction callingstructured outputs
API Formats
Released
July 16, 2026
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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.

kimi-k3ling-3.0-flash

Tokens / day

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Requests / day

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Performance Past 3 Days

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

kimi-k3ling-3.0-flash

Throughput (tok/s)

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TTFT (s)

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Uptime (%)

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Cost calculator

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

Ling 3.0 Flash
$6.30 /mo
Kimi K3
$405 /mo

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

FAQ

Which is cheaper: Kimi K3, Ling 3.0 Flash?

Ling 3.0 Flash: $0.18/M output tokens; Kimi K3: $15/M. Use the cost calculator above to estimate your own workload.

How large is each context window?

Kimi K3 accepts 1,048,576 and Ling 3.0 Flash accepts 262,144 input tokens.

What inputs and capabilities does each model support?

Kimi K3 accepts text, image and video input and supports thinking, function calling and structured outputs; Ling 3.0 Flash accepts text input.

Can I call Kimi K3 and Ling 3.0 Flash 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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