AI model comparison

Inkling vs Gemini 3.1 Flash Lite

Side by side comparison of Inkling and Gemini 3.1 Flash Lite 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

Gemini 3.1 Flash Lite is Google’s GA high-efficiency multimodal model optimized for low-latency, high-volume workloads.

Input / 1M
$0.25
Output / 1M
$1.50
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

google logo

Gemini 3.1 Flash Lite

3.2x cheaper for a typical chat

Higher intelligence score

thinkingmachines logo

Inkling

12.5 vs 6.2 on Artificial Analysis

Larger context window

google logo

Gemini 3.1 Flash Lite

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
google logoGemini 3.1 Flash Lite6.2

Coding index

thinkingmachines logoInkling52.1
google logoGemini 3.1 Flash Lite34.7

Agentic index

thinkingmachines logoInkling22.5
google logoGemini 3.1 Flash Lite1.6

Pricing

Inkling vs Gemini 3.1 Flash Lite API pricing

Per-token API rates. Cheaper option highlighted.

Metricthinkingmachines logoInklinggoogle logoGemini 3.1 Flash Lite
Input tokensPer 1M tokens$1$0.25
Output tokensPer 1M tokens$4.05$1.50
Cached input (read)Per 1M tokens$0.17$0.03
Cache writePer 1M tokensNot available$0.08
Web searchPer requestNot available$0.014

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
google logoGemini 3.1 Flash Lite$1.25

Coding task

30K in, 4K out

thinkingmachines logoInkling$46.20$21.30 cached
google logoGemini 3.1 Flash Lite$13.50$6.75 cached

Long document summary

150K in, 2K out

thinkingmachines logoInkling$158.10$33.60 cached
google logoGemini 3.1 Flash Lite$40.50$6.75 cached

Specs

Context window and capabilities

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

Metricthinkingmachines logoInklinggoogle logoGemini 3.1 Flash Lite
Context window524K tokens1.05M tokens
Max output472K tokens66K tokens
Input typesAudio, Image, TextAudio, File, Image, Text, Video
Output typesTextText
Reasoning effort levelsMax, High, Medium, Low, Minimal, NoneHigh, Medium, Low, Minimal, None
Default reasoning effortHighMinimal
Release dateJuly 17, 2026May 7, 2026

Features

Supported features

API features available for each model.

Metricthinkingmachines logoInklinggoogle logoGemini 3.1 Flash Lite
Tool callingSupportedSupported
Structured outputsNot supportedSupported
JSON modeNot supportedSupported
ReasoningSupportedSupported
TemperatureSupportedSupported
Stop sequencesSupportedSupported
Deterministic seedNot supportedSupported
Verbosity controlNot supportedNot supported

Our take

Gemini 3.1 Flash Lite is 3.2x cheaper for a typical chat. Inkling scores higher on the Artificial Analysis Intelligence Index (12.5 vs 6.2). Gemini 3.1 Flash Lite 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 Gemini 3.1 Flash Lite cheaper?

Gemini 3.1 Flash Lite is cheaper for a typical chat (2K input tokens and 500 output tokens). Gemini 3.1 Flash Lite costs $0.25 per 1M input tokens and $1.50 per 1M output tokens, while Inkling costs $1 per 1M input tokens and $4.05 per 1M output tokens.

Which has a bigger context window, Inkling or Gemini 3.1 Flash Lite?

Gemini 3.1 Flash Lite supports up to 1.05M tokens of context, compared with 524K for Inkling.

Is Inkling smarter than Gemini 3.1 Flash Lite?

On the Artificial Analysis Intelligence Index, Inkling scores 12.5 and Gemini 3.1 Flash Lite scores 6.2, putting Inkling ahead. Benchmarks don't capture everything, so the best test is running your own prompts through both.

Can I use Inkling and Gemini 3.1 Flash Lite at the same time?

Yes. Shortcut Chat sends one prompt to multiple models at once, so you can see Inkling and Gemini 3.1 Flash Lite answer side by side and keep the better response.

thinkingmachines logogoogle logo

Why choose? Ask both.

Send one prompt to Inkling and Gemini 3.1 Flash Lite at the same time. Compare the answers side by side and keep the best one.