AI model comparison

Inkling vs Kimi K3

Side by side comparison of Inkling and Kimi K3 on pricing, benchmark scores, context window, and more.

Inkling is an open-weight multimodal mixture-of-experts model from Thinking Machines Lab, with 41B active parameters out of 975B total.

Input / 1M
$1
Output / 1M
$4.05
Context
524K

Kimi K3 is a 2.8T parameter open-weight multimodal reasoning model from Moonshot AI.

Input / 1M
$0.19
Output / 1M
$15
Context
1.05M

Comparing image generators? Compare image models

At a glance

Quick verdict

How the two models stack up on the things people ask about most.

Lower price

thinkingmachines logo

Inkling

2.0x cheaper for a typical chat

Higher intelligence score

moonshotai logo

Kimi K3

17.4 vs 12.5 on Artificial Analysis

Larger context window

moonshotai logo

Kimi K3

1.05M vs 524K tokens

Newer release

thinkingmachines logo

Inkling

Released July 17, 2026

Benchmarks

Benchmark scores

Independent scores from Artificial Analysis. Higher is better.

Intelligence index

thinkingmachines logoInkling12.5
moonshotai logoKimi K317.4

Coding index

thinkingmachines logoInkling52.1
moonshotai logoKimi K372

Agentic index

thinkingmachines logoInkling22.5
moonshotai logoKimi K329.3

Pricing

Inkling vs Kimi K3 API pricing

Per-token API rates. Cheaper option highlighted.

Metricthinkingmachines logoInklingmoonshotai logoKimi K3
Input tokensPer 1M tokens$1$0.19
Output tokensPer 1M tokens$4.05$15
Cached input (read)Per 1M tokens$0.17$0.18
Cache writePer 1M tokensNot availableNot available

What it costs in practice

Estimated cost per 1,000 requests at standard rates. Coding and long-document figures also show the cost when the input is already cached.

Chat message

2K in, 500 out

thinkingmachines logoInkling$4.03
moonshotai logoKimi K3$7.88

Coding task

30K in, 4K out

thinkingmachines logoInkling$46.20$21.30 cached
moonshotai logoKimi K3$65.76$65.46 cached

Long document summary

150K in, 2K out

thinkingmachines logoInkling$158.10$33.60 cached
moonshotai logoKimi K3$58.80$57.30 cached

Specs

Context window and capabilities

How much each model can read, how much it can write, and what it accepts as input.

Metricthinkingmachines logoInklingmoonshotai logoKimi K3
Context window524K tokens1.05M tokens
Max output472K tokens944K tokens
Input typesAudio, Image, TextImage, Text, Video
Output typesTextText
Reasoning effort levelsMax, High, Medium, Low, Minimal, NoneMax, High, Low, None
Default reasoning effortHighMax
Release dateJuly 17, 2026July 16, 2026

Features

Supported features

API features available for each model.

Metricthinkingmachines logoInklingmoonshotai logoKimi K3
Tool callingSupportedSupported
Structured outputsNot supportedSupported
JSON modeNot supportedSupported
ReasoningSupportedSupported
TemperatureSupportedSupported
Stop sequencesSupportedSupported
Deterministic seedNot supportedSupported
Verbosity controlNot supportedNot supported

Our take

Inkling is 2.0x cheaper for a typical chat. Kimi K3 scores higher on the Artificial Analysis Intelligence Index (17.4 vs 12.5). Kimi K3 has the larger context window (1.05M vs 524K tokens). The right pick depends on your workload, so the quickest way to settle it is to send the same prompt to both and compare.

FAQ

Frequently asked questions

Is Inkling or Kimi K3 cheaper?

Inkling is cheaper for a typical chat (2K input tokens and 500 output tokens). Inkling costs $1 per 1M input tokens and $4.05 per 1M output tokens, while Kimi K3 costs $0.19 per 1M input tokens and $15 per 1M output tokens.

Which has a bigger context window, Inkling or Kimi K3?

Kimi K3 supports up to 1.05M tokens of context, compared with 524K for Inkling.

Is Inkling smarter than Kimi K3?

On the Artificial Analysis Intelligence Index, Inkling scores 12.5 and Kimi K3 scores 17.4, putting Kimi K3 ahead. Benchmarks don't capture everything, so the best test is running your own prompts through both.

Can I use Inkling and Kimi K3 at the same time?

Yes. Shortcut Chat sends one prompt to multiple models at once, so you can see Inkling and Kimi K3 answer side by side and keep the better response.

thinkingmachines logomoonshotai logo

Why choose? Ask both.

Send one prompt to Inkling and Kimi K3 at the same time. Compare the answers side by side and keep the best one.