AI model comparison

Ling 3.1 Flash vs GPT-5.6 Terra

Pricing, context window, benchmarks, and features compared side by side. Or skip the guesswork and send one prompt to both.

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inclusionAI

Ling 3.1 Flash

Ling 3.1 Flash is a hybrid reasoning mixture-of-experts model from inclusionAI, with 25B active parameters out of 560B total.

Input / 1M
$0.00
Output / 1M
$0.00
Context
262K

GPT-5.6 Terra is a balanced model in OpenAI's GPT-5.6 series, positioned between the flagship Sol tier and the cost-efficient Luna tier.

Input / 1M
$2
Output / 1M
$12
Context
1.05M

At a glance

Quick verdict

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

Lower price

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Ling 3.1 Flash

Free for a typical chat

Higher intelligence score

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GPT-5.6 Terra

42.1 vs 41.1 on Artificial Analysis

Larger context window

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GPT-5.6 Terra

1.05M vs 262K tokens

Newer release

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Ling 3.1 Flash

Released October 2, 2026

Benchmarks

Benchmark scores

Independent scores from Artificial Analysis. Higher is better.

Intelligence index

inclusionai logoLing 3.1 Flash41.1
openai logoGPT-5.6 Terra42.1

Coding index

inclusionai logoLing 3.1 FlashNot available
openai logoGPT-5.6 Terra76.7

Agentic index

inclusionai logoLing 3.1 FlashNot available
openai logoGPT-5.6 Terra43.2

Pricing

Ling 3.1 Flash vs GPT-5.6 Terra API pricing

Per-token API rates. Cheaper option highlighted.

Metricinclusionai logoLing 3.1 Flashopenai logoGPT-5.6 Terra
Input tokensPer 1M tokens$0.00$2
Output tokensPer 1M tokens$0.00$12
Cached input (read)Per 1M tokensNot available$0.20
Cache writePer 1M tokensNot available$2.50
Long-context pricingPer 1M tokens, for very long promptsSame rate at any length$4 in / $18 out above 272K
Web searchPer requestNot available$0.01

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

inclusionai logoLing 3.1 Flash$0.00
openai logoGPT-5.6 Terra$10

Coding task

30K in, 4K out

inclusionai logoLing 3.1 Flash$0.00
openai logoGPT-5.6 Terra$108$54 cached

Long document summary

150K in, 2K out

inclusionai logoLing 3.1 Flash$0.00
openai logoGPT-5.6 Terra$324$54 cached

Specs

Context window and capabilities

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

Metricinclusionai logoLing 3.1 Flashopenai logoGPT-5.6 Terra
Context window262K tokens1.05M tokens
Max output33K tokens128K tokens
Input typesTextFile, Image, Text
Output typesTextText
Reasoning effort levelsNot availableMax, Extra high, High, Medium, Low, None
Default reasoning effortNot availableMedium
Release dateOctober 2, 2026July 9, 2026

Features

Supported features

API features available for each model.

Metricinclusionai logoLing 3.1 Flashopenai logoGPT-5.6 Terra
Tool callingSupportedSupported
Structured outputsNot supportedSupported
JSON modeNot supportedSupported
ReasoningSupportedSupported
TemperatureSupportedNot supported
Stop sequencesSupportedNot supported
Deterministic seedSupportedSupported
Verbosity controlNot supportedSupported

Our take

GPT-5.6 Terra scores higher on the Artificial Analysis Intelligence Index (42.1 vs 41.1). GPT-5.6 Terra has the larger context window (1.05M vs 262K 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 Ling 3.1 Flash or GPT-5.6 Terra cheaper?

Ling 3.1 Flash is cheaper for a typical chat (2K input tokens and 500 output tokens). Ling 3.1 Flash costs $0.00 per 1M input tokens and $0.00 per 1M output tokens, while GPT-5.6 Terra costs $2 per 1M input tokens and $12 per 1M output tokens.

Which has a bigger context window, Ling 3.1 Flash or GPT-5.6 Terra?

GPT-5.6 Terra supports up to 1.05M tokens of context, compared with 262K for Ling 3.1 Flash.

Is Ling 3.1 Flash smarter than GPT-5.6 Terra?

On the Artificial Analysis Intelligence Index, Ling 3.1 Flash scores 41.1 and GPT-5.6 Terra scores 42.1, putting GPT-5.6 Terra ahead. Benchmarks don't capture everything, so the best test is running your own prompts through both.

Can I use Ling 3.1 Flash and GPT-5.6 Terra at the same time?

Yes. Shortcut Chat sends one prompt to multiple models at once, so you can see Ling 3.1 Flash and GPT-5.6 Terra answer side by side and keep the better response.

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Why choose? Ask both.

Send one prompt to Ling 3.1 Flash and GPT-5.6 Terra at the same time. Compare the answers side by side and keep the best one.