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Kimi Models: Which One Should You Use?

Kimi offers several models, and picking the right one saves time and credits. This page explains each current model in plain words, what "reasoning effort" means, and which model fits which job, whether you use the Kimi app or build with the API. It also lists the older models that have been retired.

4 current optionsQuick picker
YOUR TASKTHE MODEL TO PICK Quick questionWrite some codeBuild a deck or reportSearch 500 companies K2.6K2.7 CodeK3K3 Cluster

Match the model to the job. These pairings follow Kimi's own help centre.

We are an independent guide. Kimi's models are made by Moonshot AI. We are not affiliated with them. The recommendations here follow Kimi's help centre article on choosing a model, read on 8 October 2026. Models change often, so check inside Kimi for what you see today.
QUICK ANSWER

The short version

  1. 1

    Everyday chat

    Kimi K2.6. Fast, and the cheapest on credits and on the API.

  2. 2

    Documents, slides, hard tasks

    Kimi K3. The strongest model, and it makes real files.

  3. 3

    Programming

    Kimi K2.7 Code, through Kimi Code or the API.

MODELS

The current Kimi models

A model is the "brain" behind the assistant. These are the ones Kimi offers today.

EVERYDAY

Kimi K2.6

Fast, low-cost chat and Q&A. The only current model where thinking can be switched off.

Thinks
On or off
API
$0.95 / $4
Context
262K
Kimi K2.6 guide →
CODING

Kimi K2.7 Code

A specialist for programming, built on K2.6. Also comes in a faster HighSpeed version.

Thinks
Always
API
$0.95 / $4
Context
262K
K2.7 Code guide →
STRONGEST

Kimi K3

The most capable model. Makes real files such as slides and spreadsheets, and reads images and video.

Thinks
Always
API
$3 / $15
Context
1M
Kimi K3 guide →
AT SCALE

K3 Cluster

Kimi K3 working as a team of up to 300 agents, for huge searches and batch jobs. In the Kimi app.

Thinks
Always
API
Not listed
Agents
Up to 300
Agent Swarm guide →

API prices are per million tokens, input / output, before tax, from Moonshot's price page. Context is the API figure in tokens. K3 Cluster details are from Kimi's help centre.

PICKER

Help me choose

What do you want to do?
EFFORT

Reasoning effort, explained

In the Kimi app, you choose a model and how hard it should think. More effort usually means better answers on hard problems, but it uses more tokens and so more credits.

Standard

The fastest and cheapest. Kimi's tip for saving credits. On K2.6, K3 and K3 Cluster.

Advanced

Stronger reasoning for complex analysis and difficult problems. On all three.

Extreme

The deepest thinking. Only on K3 and K3 Cluster.

App names from Kimi's help centre. On the API, the equivalent settings differ by model: Kimi K3 uses reasoning_effort with low, high or max, and Kimi K2.6 switches thinking on or off. See Kimi K3 API and Kimi K2.6 API.

IN THE APP

Models in the Kimi app

K2.6K3K3 Cluster
Best forFast chat and Q&ADocuments, slides, sheets and multi-step tasksLarge searches, batch jobs, very long writing
Effort levelsStandard, AdvancedStandard, Advanced, ExtremeStandard, Advanced, Extreme
Makes filesText only, such as outlinesYes: .docx, .pptx, .xlsx, .pdfNot stated
Images, video, audioNot statedYes, through pluginsNot stated
Reads at onceAbout 128K tokens a turnUp to 1 million, on the top tierNot stated
CreditsUses creditsUses creditsUses credits

On a small screen, swipe the table sideways to see every column.

Note the context difference. Kimi's help centre gives K2.6 about 128K tokens per turn in the app, less than the 262K on the API. And it says K3's full 1 million tokens needs the highest membership tier.

From Kimi's "How to Choose" help article. It does not give per-model credit rates or say which plans include which model, apart from the 1-million-token window. "Not stated" means the article does not say. More: Kimi AI pricing.

DEVELOPERS

Models on the API

Model nameInputOutputContextThinking
kimi-k3$3.00$15.001,048,576Always, low / high / max
kimi-k2.7-code$0.95$4.00262,144Always
kimi-k2.7-code-highspeed$1.90$8.00262,144Always
kimi-k2.6$0.95$4.00262,144On or off

On a small screen, swipe the table sideways to see every column.

A simple rule for developers: start with kimi-k2.6. Use kimi-k2.7-code for coding agents. Send only the hard or very long requests to kimi-k3.

Prices per million tokens, before tax, from Moonshot's price page. More: Kimi API pricing · Kimi API setup · K2.7 Code HighSpeed

PRODUCTS

Models are not the same as products

Kimi also has several products. A product is where you work; a model is the brain inside it. Kimi's help centre describes them like this.

Kimi

The website and apps. Chat, search, Deep Research, slides, sites and sheets.

Kimi Work

A desktop app for Mac and Windows that works with files on your computer.

Kimi Code

For developers, in the terminal and VS Code.

Kimi Claw

An always-on agent in the cloud, with chat-app connections.

Kimi says chat, agents, Deep Research and Kimi Code share one credit pool. More: all Kimi features · Kimi Code · Kimi Claw

HISTORY

How the family grew

Comparisons: Kimi K2 vs K2.5 · Kimi vs other AI tools

RETIRED

Retired models

These names no longer work on Moonshot's API. Moonshot's advice is to move to kimi-k3.

ModelRetiredConsider instead
kimi-k2.531 August 2026kimi-k2.6 or kimi-k3
kimi-k2-*, including thinking and turbo25 May 2026kimi-k2.6, kimi-k2.7-code or kimi-k3

On a small screen, swipe the table sideways to see every column.

Dates from Moonshot's models page. The "consider instead" suggestions beyond kimi-k3 are ours. Our home page also lists older names, such as moonshot-v1, as retired; we did not re-check those today. The open weights of K2 and K2.5 can still be downloaded.

FAQ

Kimi model questions

Kimi K3 is the strongest overall. But "best" depends on the job: Kimi's help centre recommends K2.6 for fast everyday chat, K3 for documents, slides and multi-step tasks, and K3 Cluster for very large batch jobs.

A way of running Kimi K3 as a team of agents in the Kimi app. Kimi says it can coordinate up to 300 sub-agents and more than 4,000 parallel tool calls, for large searches, batch processing and very long writing.

How hard the model thinks before it answers. In the Kimi app the levels are Standard, Advanced and Extreme. Higher effort usually gives better results but uses more credits. Extreme is only on K3 and K3 Cluster.

On the API, start with kimi-k2.6 for general work, kimi-k2.7-code for coding, and kimi-k3 for the hardest tasks or very long inputs. kimi-k2.7-code-highspeed is the same coding model, faster, at double the price.

Not on Moonshot's services. The K2 series was retired on 25 May 2026 and K2.5 on 31 August 2026. Their open weights can still be downloaded and run on your own hardware.

Yes. Kimi's help centre says K2.6, K3 and K3 Cluster are all billed against your plan's credits, and higher reasoning effort uses more. Choosing Standard effort saves credits.
NEXT

Related guides

Try the models yourself

Kimi's models run on Moonshot AI's own website and apps. We are an independent guide and do not offer sign-in or downloads here.