InclusionAI Models: Intelligence, Performance & Price
Artificial Analysis Intelligence Index
Ling-3.0-flash-FinLing 3.1 FlashLing-3.0-flash-VLRing-2.6-1TLing 3.0 TinyOutput 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 320 t/s.
- For latency, Ling-3.0-flash-Fin at 7.91s offers the lowest time to first answer token.
- For pricing, Ring-2.6-1T at $0.29 offers the lowest cost per task. Prices vary up to 3.4x across models.
Intelligence
Artificial Analysis Intelligence Index
Intelligence Index vs. Cost per Intelligence Index 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: AA-Omniscience, GDPval-AA v2.1, AA-Briefcase v1.1, 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 | Not available | | |
| Ling-3.0-flash-VL | InclusionAI | 25 | 124B 5.5B active at inference time | 262k | $0.0 | 145 | | ||
| Ling-3.0-flash-Fin | InclusionAI | 23 | 124B 5.1B active at inference time | 262k | $0.0 | 320 | | ||
| Ling 3.0 Flash | InclusionAI | 20 | 124B 5.1B active at inference time | 262k | $0.0 | 337 |  | ||
| 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 | 111 | | ||
| Ling 3.0 Tiny | InclusionAI | 11 | 7.9B 1.3B active at inference time | 262k | $0.0 | 57 | | ||
| 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 | 5 |  | ||
| Ring-flash-2.0 | InclusionAI | 7 | 103B 6.1B active at inference time | 128k | $0.2 | - | | ||
| Ling-mini-2.0 | InclusionAI | 6 | 16.3B 1.4B active at inference time | 131k | - | - | - |