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  1. Home
  2. /Model
  3. /MoonshotAI
  4. /kimi-k3 / image-to-text
MoonshotAI
Kimi K3
$ 
Kimi k3 is Moonshot AI's flagship reasoning model. Designed for complex logic, the Kimi k3 API excels in mathematics and coding. With a 128k context window, it provides reliable Chain-of-Thought processing for demanding technical tasks.

Modalities

Input: TextInput: ImageInput: Document
Output: Text

/

Context

API Usage Examples
$ 
curl --request POST "https://gptproto.com/v1/chat/completions" \
  --header "Authorization: Bearer $GPTPROTO_API_KEY" \
  --header "Content-Type: application/json" \
  --data '{
    "model": "kimi-k3",
    "messages": [
      {
        "role": "user",
        "content": "Hello"
      }
    ]
  }'
Kimi K3 pricing

Estimate a request with real work scenarios. GPTProto token pricing is 10% below official rates.

UsageQuantityRateCost
tokens
$2.7/1M$0.004
tokens
$13.5/1M$0.0108
tokens
$0.27/1M$0.0008
tokens
$0.27/1M$0.0067
Cost per request$0.0224
Requests
Top-up amount

Top-up $100 and you get:

1.

Top-up credits with permanent validity. You will receive a total of $100.00.

2.

Additional 10% model discount, saving $11.1037 versus direct official MoonshotAI API calls.

Related Models
All Models
Kimi K3
Current
$ 
byMoonshotAI1.05M context$2.7/M input$13.5/M output
Gemini 3.8 Flash
$ 
byGoogle1.05M context$0.9/M input$4.5/M output
Claude Fable 5.1
$ 
byClaude1M context$9/M input$45/M output
Qwen3.8 Max 0902
$ 
byQwen$1.8/M input$5.4/M output
GLM 5.3 Flash
$ 
byZ-AI1.31M context$0.15/M input$0.5/M output
DeepSeek v4 Flash Vision Exp
$ 
byDeepSeek1.05M context$0.44/M input$1.32/M output
GLM 5.3
$ 
byZ-AI1.31M context$1.26/M input$3.96/M output
Gemini 3.7 Flash
$ 
byGoogle1.05M context$0.9/M input$4.5/M output
Grok 4.6
$ 
byGrok500K context$1.2/M input$3.6/M output
Qwen3.8 Max
$ 
byQwen1M context$1.8/M input$5.4/M output
Claude Opus 5
$ 
byClaude1M context$4.5/M input$22.5/M output
Gemini 3.6 Flash
$ 
byGoogle1.05M context$0.9/M input$4.5/M output
GPT 5.6 Luna
$ 
byOpenAI1.05M context$0.16/M input$0.96/M output
GPT 5.6 Terra
$ 
byOpenAI1.05M context$1.6/M input$9.6/M output
GPT 5.6 Sol
$ 
byOpenAI1.05M context$3.2/M input$16/M output
Grok 4.5
$ 
byGrok500K context$1.2/M input$3.6/M output
Claude Sonnet 5
$ 
byClaude1M context$1.8/M input$9/M output
MiniMax M3
$ 
byMiniMax1.05M context$0.48/M input$0.96/M output
GLM 5.2
$ 
byZ-AI1.05M context$1.26/M input$3.96/M output
Qwen3.7 Max
$ 
byQwen1M context$0.36/M input$1.44/M output
DeepSeek v4 Flash
$ 
byDeepSeek1.05M context$0.44/M input$1.32/M output
DeepSeek v4 Pro
$ 
byDeepSeek1.05M context$1.32/M input$3.96/M output
Grok 4.3
$ 
byGrok1M context$0.75/M input$1.5/M output
Kimi K2.6
$ 
byMoonshotAI262K context$0.855/M input$3.6/M output
MiniMax M2.5
$ 
byMiniMax205K context$0.24/M input$0.96/M output
Kimi K2.5
$ 
byMoonshotAI262K context$0.54/M input$2.7/M output
Doubao Seed 1.6 Thinking (Build 250715)
$ 
byBytedance262K context$0.0971/M input$0.9714/M output
Doubao Seed 1.6 Thinking (Build 250615)
$ 
byBytedance262K context$0.0971/M input$0.9714/M output
Doubao Seed 1.6 Flash (Build 250615)
$ 
byBytedance262K context$0.0182/M input$0.1821/M output
ModelInput → Output
Kimi K3Current
$ 
1.05M$2.70 / $13.50 per 1M$0.27 / $0.27 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Gemini 3.8 Flash
$ 
1.05M$0.90 / $4.50 per 1M$0.60 / $0.09 per 1M
Input: TextInput: ImageInput: VideoInput: DocumentInput: Audio
Output: Text
Claude Fable 5.1
$ 
1M$9.00 / $45.00 per 1M$11.25 / $0.23 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Qwen3.8 Max 0902
$ 
—$1.80 / $5.40 per 1M$2.25 / $0.23 per 1M
Input: TextInput: ImageInput: VideoInput: DocumentInput: Audio
Output: Text
GLM 5.3 Flash
$ 
—1.31M$0.15 / $0.50 per 1M— / $0.03 per 1M
Input: TextInput: ImageInput: VideoInput: Document
Output: Text
DeepSeek v4 Flash Vision Exp
$ 
—1.05M$0.44 / $1.32 per 1M— / $0.01 per 1M
Input: TextInput: Image
Output: Text
GLM 5.3
$ 
1.31M$1.26 / $3.96 per 1M— / $0.23 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Gemini 3.7 Flash
$ 
1.05M$0.90 / $4.50 per 1M$0.60 / $0.09 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Grok 4.6
$ 
500K$1.20 / $3.60 per 1M— / $0.30 per 1M
Input: TextInput: Image
Output: Text
Qwen3.8 Max
$ 
1M$1.80 / $5.40 per 1M$2.25 / $0.23 per 1M
Input: TextInput: ImageInput: VideoInput: Document
Output: Text
Claude Opus 5
$ 
1M$4.50 / $22.50 per 1M$5.63 / $0.45 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Gemini 3.6 Flash
$ 
1.05M$0.90 / $4.50 per 1M$0.60 / $0.09 per 1M
Input: TextInput: ImageInput: Document
Output: Text
GPT 5.6 Luna
$ 
1.05M$0.16 / $0.96 per 1M$0.20 / $0.02 per 1M
Input: TextInput: ImageInput: Document
Output: Text
GPT 5.6 Terra
$ 
1.05M$1.60 / $9.60 per 1M$2.00 / $0.16 per 1M
Input: TextInput: ImageInput: Document
Output: Text
GPT 5.6 Sol
$ 
1.05M$3.20 / $16.00 per 1M$4.00 / $0.32 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Grok 4.5
$ 
500K$1.20 / $3.60 per 1M$0.30 / $0.30 per 1M
Input: TextInput: Image
Output: Text
Claude Sonnet 5
$ 
1M$1.80 / $9.00 per 1M$2.25 / $0.18 per 1M
Input: TextInput: Document
Output: Text
MiniMax M3
$ 
1.05M$0.48 / $0.96 per 1M$0.10 / $0.10 per 1M
Input: TextInput: ImageInput: Document
Output: Text
GLM 5.2
$ 
1.05M$1.26 / $3.96 per 1M$0.23 / $0.23 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Qwen3.7 Max
$ 
1M$0.36 / $1.44 per 1M$0.07 / $0.07 per 1M
Input: TextInput: Document
Output: Text
DeepSeek v4 Flash
$ 
—1.05M$0.44 / $1.32 per 1M— / $0.01 per 1M
Input: Text
Output: Text
DeepSeek v4 Pro
$ 
—1.05M$1.32 / $3.96 per 1M— / $0.04 per 1M
Input: Text
Output: Text
Grok 4.3
$ 
1M$0.75 / $1.50 per 1M$0.12 / $0.12 per 1M
Input: TextInput: Image
Output: Text
Kimi K2.6
$ 
262K$0.85 / $3.60 per 1M$0.14 / $0.14 per 1M
Input: TextInput: Document
Output: Text
MiniMax M2.5
$ 
205K$0.24 / $0.96 per 1M$0.30 / $0.02 per 1M
Input: TextInput: Document
Output: Text
Kimi K2.5
$ 
262K$0.54 / $2.70 per 1M$0.09 / $0.09 per 1M
Input: TextInput: Document
Output: Text
Doubao Seed 1.6 Thinking (Build 250715)
$ 
262K$0.10 / $0.97 per 1M—
Input: TextInput: Image
Output: Text
Doubao Seed 1.6 Thinking (Build 250615)
$ 
262K$0.10 / $0.97 per 1M—
Input: TextInput: Image
Output: Text
Doubao Seed 1.6 Flash (Build 250615)
$ 
262K$0.02 / $0.18 per 1M—
Input: TextInput: Image
Output: Text

Key Features of the Kimi k3 API

Explore the technical foundations that make Kimi k3 a leader in AI reasoning and long-context performance.

RL-Driven Reasoning

Kimi uses Reinforcement Learning to 'think' before answering, generating a verifiable Chain-of-Thought.

128k Context Window

Process massive datasets without losing information, thanks to Moonshot AI’s long-context expertise.

94.5% MATH Score

Kimi achieves elite-level performance on hard mathematics benchmarks, ensuring computational accuracy.

OpenAI Compatible

Standardized API parameters allow for a seamless transition from GPT-4o to Kimi k3 in minutes.

Kimi k3 API Frequently Asked Questions

Find technical answers regarding Kimi k3 API integration, performance benchmarks, and reasoning capabilities to optimize your development workflow.

Why does the Kimi k3 API have a response delay?

The delay occurs because Kimi generates an internal Chain-of-Thought before providing a final answer. This Reinforcement Learning process allows Kimi to verify logic and correct potential errors in real-time. For complex math or coding tasks, this extra step significantly improves accuracy compared to standard models that respond instantly. Expect a few seconds of 'thinking' time for the model to produce its high-quality, verified results.

Is the Kimi k3 API compatible with OpenAI SDKs?

Yes, the Kimi k3 API is designed to be a drop-in replacement for OpenAI workflows. You can use the official OpenAI Python or Node.js SDKs by simply updating the base URL to our endpoint and changing the model name to kimi-k3. This allows you to leverage Kimi's superior reasoning capabilities without rewriting your entire codebase or changing your existing infrastructure.

What is the context window limit for Kimi k3?

Kimi k3 supports a massive context window of 128,000 tokens. Thanks to Moonshot AI's specialized focus on long-context processing, Kimi maintains high retrieval accuracy across the entire window. This prevents the 'lost in the middle' phenomenon often seen in other models, making Kimi ideal for analyzing large document sets, full codebases, or complex legal files where every detail matters.

How does Kimi k3 perform in coding tasks?

In coding benchmarks, Kimi k3 demonstrates deep algorithmic understanding, reaching the Expert/Candidate Master level on Codeforces. With an 88.4% score on HumanEval, Kimi is highly effective at refactoring complex functions, debugging logical errors, and generating verifiable code. It simulates execution paths during its internal thinking phase to ensure the logic holds up before outputting the final snippet.

Is my data used to train the Kimi models?

No. Data processed through our enterprise Kimi k3 API is not used to train Moonshot AI models. We prioritize data privacy and security for our users. Your inputs and the model's generated reasoning sequences remain confidential within your session, ensuring that sensitive research, proprietary code, or financial data used with Kimi is protected according to enterprise-grade standards.

What are the best use cases for Kimi k3?

Kimi k3 is best suited for tasks requiring multi-step logic. This includes quantitative financial analysis, scientific hypothesis generation, and complex legal compliance mapping. It is also excellent as the 'brain' for agentic planning, where Kimi can decompose a high-level goal into a sequence of sub-tasks. Because Kimi spends time thinking, it is perfect for accuracy-critical work rather than simple, fast chat interactions.

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