Model creator

InclusionAI

Every InclusionAI model in the BenchSift catalogue, with its scores, ranks, prices and capabilities as the sources publish them.

View in the catalogue
Models
17
Open weights
16
16 of 17 models
Latest release
Oct 22, 2026
Ling 3.1 Flash 1019 · First dated model: Sep 9, 2025
Median price
$0.247
$0.0623 to $0.85 per million tokens, across 10 priced models

Best scores and ranks

The creator's best model on each measure, and its rank among every measured model in the catalogue.

Intelligence

Ling 3.1 Flash
41.1Rank 52 of 782 measured models
57.0Rank 97 of 301 measured models
89.3Rank 30 of 270 measured models
28.7Rank 74 of 191 measured models

Output speed

Ling-3.0-flash-Fin
383 t/sRank 7 of 449 measured models
$0.0623Rank 70 of 740 measured models

OpenRouter ranking

Ling 3.0 Flash
#77

Capabilities

Number of models that declare each capability. Tool calling and structured outputs come from OpenRouter.
Reasoning10 of 17
Open weights16 of 17
Tool calling6 of 17
Structured outputs3 of 17

Input

  • Text17
  • Image2
  • Video1

Output

  • Text15
  • Image2

Overview

Model types

  • Text15
  • Image2

Releases by year

  • 202612
  • 20255

Hugging Face

Official repositories confirmed by Hugging Face metadata.

2 official repositories

Licenses

  • mit2

Models

17

Reasoning levels are folded into one entry. The rank is the whole catalogue's: sorting does not change it.

  • Ling 3.1 Flash

    Text · Reasoning · Open weights · Oct 1, 2026 · $0.45 · 81.6 t/s

    41.1#52 of 782
  • Ling 3.1 Flash 1019

    Text · Reasoning · Open weights · Oct 22, 2026 · $0.45

    29.6#134 of 782
  • Ling-3.0-flash-VL

    Text · Reasoning · Open weights · Sep 10, 2026 · $0.111 · 124 t/s

    24.6#193 of 782
  • Ling-3.0-flash-Fin

    Text · Reasoning · Open weights · Sep 11, 2026 · $0.111 · 383 t/s

    22.6#226 of 782
  • Ling 3.0 Flash

    Text · Reasoning · Open weights · Aug 4, 2026 · $0.111 · 207 t/s

    20.1#268 of 782
  • Ling-2.6-1T

    Text · Open weights · Apr 23, 2026 · $0.85

    17.0#303 of 782
  • Ring-2.6-1T

    Text · Reasoning · Open weights · May 8, 2026 · $0.85 · 83.6 t/s

    16.6#312 of 782
  • Ling 3.0 Tiny

    Text · Reasoning · Open weights · Aug 6, 2026 · 172 t/s

    11.1#422 of 782
  • Ring-1T

    Text · Reasoning · Open weights · Oct 13, 2025

    10.9#429 of 782
  • Ling 2.6 Flash

    Text · Open weights · Apr 21, 2026

    9.7#456 of 782
  • Ling-1T

    Text · Open weights · Oct 8, 2025

    9.2#476 of 782
  • Ling-flash-2.0

    Text · Open weights · Sep 17, 2025 · $0.247 · 34.9 t/s

    7.8#533 of 782
  • Ring-flash-2.0

    Text · Reasoning · Open weights · Sep 19, 2025 · $0.247

    7.2#584 of 782
  • Ling-mini-2.0

    Text · Open weights · Sep 9, 2025

    5.5#698 of 782
  • Ming Image 0.1 Design Layer

    Image · Open weights · Sep 23, 2026

    —
  • Ming-Image-0.1-Design

    Image · Open weights · Sep 22, 2026

    —
  • Ling 3.0 Flash Sante

    Text · Reasoning · Sep 4, 2026 · $0.0623

    —
Where these figures come from

Each catalogue model is tied to its creator by the identity Artificial Analysis publishes, or OpenRouter's and Models.dev's for models it does not track. Counts fold the reasoning levels of one model together. Ranks compare each measure with every measured model in the catalogue, configurations included, as model pages do. The price is the published blended price (3 input tokens to 1 output token).

Figures computed by BenchSift from the catalogue: Artificial Analysis, OpenRouter, Models.dev and Hugging Face. A value no model carries is not shown.

Data retrieved on Nov 12, 2026.

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