InclusionAI Models: Intelligence, Performance & Price
Artificial Analysis Intelligence Index
Ling-3.0-flash-FinLing 3.1 FlashRing-2.6-1TLing 3.0 TinyLing-3.0-flash-VLOutput speed
Per Intelligence Index Task
Artificial Analysis has benchmarked 13 models from InclusionAI. Below is a comparison of the key metrics across these models.
- For intelligence, the top model from InclusionAI is Ling 3.1 Flash at 41.
- For output speed, the fastest model is Ling-3.0-flash-Fin at 273 t/s.
- For latency, Ling-3.0-flash-Fin at 9.11s offers the lowest time to first answer token.
- For pricing, Ling 3.0 Tiny at $0.00 offers the lowest cost per task.
Intelligence
Artificial Analysis Intelligence Index
Intelligence Index vs. Cost per Task
Cost
Cost per Intelligence Index Task
Speed & Latency
Output Speed
Capability Scores
Capability Indexes
Incorporates 7 evaluations: AA-Omniscience, GDPval-AA v2.1, AA-Briefcase v1.1, Humanity's Last Exam, AutomationBench-AA, AA-LCR v1.1, GDP.pdf · Higher is better
Incorporates 6 evaluations: GDPval-AA v2.1, AA-Briefcase v1.1, AA-Omniscience, AutomationBench-AA, AA-LCR v1.1, GDP.pdf · Higher is better
Incorporates 7 evaluations: AA-Omniscience, GDPval-AA v2.1, AA-Briefcase v1.1, Humanity's Last Exam, AA-LCR v1.1, GDP.pdf, AutomationBench-AA · Higher is better
Incorporates 6 evaluations: AA-Omniscience, GDPval-AA v2.1, AA-Briefcase v1.1, MLCR-AA, Humanity's Last Exam, AutomationBench-AA · Higher is better
Incorporates 6 evaluations: AA-Omniscience, Humanity's Last Exam, CritPt, GDPval-AA v2.1, AA-Briefcase v1.1, Terminal-Bench 4.0 · Higher is better
Incorporates 5 evaluations: AA-Omniscience, Humanity's Last Exam, GDPval-AA v2.1, AA-Briefcase v1.1, AA-LCR v1.1 · Higher is better
All InclusionAI Releases
Ling 3.1 Flash
1 model
41
Highest Intelligence
Ling-3.0-flash-Fin
1 model
23
Highest Intelligence
Ling-3.0-flash-VL
1 model
25
Highest Intelligence
Ling 3.0 Tiny
1 model
11
Highest Intelligence
Ling 3.0 Flash
1 model
20
Highest Intelligence
Ring-2.6-1T
1 model
17
Highest Intelligence
Ling-2.6-1T
1 model
17
Highest Intelligence
Ling 2.6 Flash
1 model
10
Highest Intelligence
Ring-1T
1 model
11
Highest Intelligence
Ling-1T
1 model
9
Highest Intelligence
Ring-flash-2.0
1 model
7
Highest Intelligence
Ling-flash-2.0
1 model
8
Highest Intelligence
Ling-mini-2.0
1 model
6
Highest Intelligence
Further details
Weights | Provider Benchmarks | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | InclusionAI | 41 | 560B 25B active at inference time | 1M | $0.2 | 214 |  | ||
| Ling-3.0-flash-VL | InclusionAI | 25 | 124B 5.5B active at inference time | 262k | - | - | - | ||
| Ling-3.0-flash-Fin | InclusionAI | 23 | 124B 5.1B active at inference time | 262k | $0.0 | 273 | | ||
| Ling 3.0 Flash | InclusionAI | 20 | 124B 5.1B active at inference time | 262k | $0.0 | 271 | | ||
| Ling-2.6-1T | InclusionAI | 17 | 1.0T 63B active at inference time | 262k | $0.5 | - | | ||
| Ring-2.6-1T | InclusionAI | 17 | 1T 63B active at inference time | 262k | $0.5 | 115 | | ||
| Ling 3.0 Tiny | InclusionAI | 11 | 7.9B 1.3B active at inference time | 262k | $0.0 | 15 | | ||
| Ring-1T | InclusionAI | 11 | 1T 50B active at inference time | 128k | - | - | - | ||
| Ling 2.6 Flash | InclusionAI | 10 | 107B 7.4B active at inference time | 262k | - | - | - | ||
| Ling-1T | InclusionAI | 9 | 1T 50B active at inference time | 128k | - | - | - | ||
| Ling-flash-2.0 | InclusionAI | 8 | 103B 6.1B active at inference time | 128k | $0.2 | 4 |  | ||
| Ring-flash-2.0 | InclusionAI | 7 | 103B 6.1B active at inference time | 128k | - | - | - | ||
| Ling-mini-2.0 | InclusionAI | 6 | 16.3B 1.4B active at inference time | 131k | - | - | - |