14 models

InclusionAI Models: Intelligence, Performance & Price

Name: Artificial Analysis Intelligence Index
Creator: Artificial Analysis
License: https://artificialanalysis.ai/docs/legal/Terms-of-Use.pdf

InclusionAI

Intelligence

Updated

Artificial Analysis Intelligence Index

Time per Task

Per Intelligence Index Task

Cost

Per Intelligence Index Task

Artificial Analysis has benchmarked 14 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 1019 at 30.
For latency, Ring-2.6-1T at 8.40s offers the lowest time to first answer token.
For pricing, Ling 3.1 Flash 1019 at $3.19 offers the lowest cost per task.

IntelligenceUpdated

Artificial Analysis Intelligence Index

Artificial Analysis Intelligence Index v5.0.1 incorporates 9 evaluations: AA-Briefcase v1.1, AutomationBench-AA, Terminal-Bench 4.0, FrontierCode 2.0, AA-Omniscience v1.1, GDP.pdf, HLE-Diamond, CritPt v2 (Hard Subset), and Terminal-Bench-Science 0.1

Artificial Analysis Intelligence Index v5.0.1 includes: AA-Briefcase v1.1, AutomationBench-AA, Terminal-Bench 4.0, FrontierCode 2.0, AA-Omniscience v1.1, GDP.pdf, HLE-Diamond, CritPt v2 (Hard Subset), Terminal-Bench-Science 0.1. See Intelligence Index methodology for further details, including a breakdown of each evaluation and how we run them.

Intelligence Index vs. Cost per Task

Artificial Analysis Intelligence Index · Weighted average cost (USD) per Artificial Analysis Intelligence Index task

Most attractive quadrant

Weighted average cost per Intelligence Index task. Each evaluation’s cost is calculated from input, cache hit, cache write, reasoning, and answer token prices, divided by task count, and weighted by its Intelligence Index weight.

Cost

Cost per Intelligence Index Task

Weighted average cost (USD) per Intelligence Index task · Segmented by token type · Lower is better

Speed & Latency

Time per Intelligence Index Task

Output tokens divided by end-to-end output speed (minutes per Intelligence Index task) · Speed at the model's own endpoint or the median across providers · Lower is better

No data available

The weighted average time (minutes) per Artificial Analysis Intelligence Index task: output tokens per task divided by output speed, weighted by each benchmark's weight in the Intelligence Index.

Speed and latency metrics average each endpoint's runs over the past 5 days, and the error rate pools them. We run the benchmark every 6 hours, and endpoints of deprecated models every 18 hours.

Capability Scores

Capability Indexes

Measures the performance of models on specific capabilities and industries

Finance & Accounting Index

Incorporates 5 evaluations: AA-Briefcase v1.1, AA-Omniscience v1.1, HLE-Diamond, AutomationBench-AA, GDP.pdf · Higher is better

Strategy & Ops Index

Incorporates 4 evaluations: AutomationBench-AA, AA-Briefcase v1.1, AA-Omniscience v1.1, GDP.pdf · Higher is better

Legal Index

Incorporates 5 evaluations: AA-Omniscience v1.1, AA-Briefcase v1.1, HLE-Diamond, GDP.pdf, AutomationBench-AA · Higher is better

Healthcare & Medical Index

Incorporates 5 evaluations: AA-Omniscience v1.1, AA-Briefcase v1.1, MLCR-AA, AutomationBench-AA, HLE-Diamond · Higher is better

Engineering Index

Incorporates 7 evaluations: AA-Omniscience v1.1, CritPt v2 (Hard Subset), Terminal-Bench-Science 0.1, HLE-Diamond, Terminal-Bench 4.0, FrontierCode 2.0, AA-Briefcase v1.1 · Higher is better

Economics Index

Incorporates 4 evaluations: AA-Omniscience v1.1, AA-Briefcase v1.1, HLE-Diamond, GDP.pdf · Higher is better

All InclusionAI Releases

Further details

								Weights		Provider Benchmarks
Ling 3.1 Flash 1019	InclusionAI	30	560B 25B active at inference time	1M	$0.2	-	-	🤗		View
Ling-1T	InclusionAI	-	1T 50B active at inference time	128k	-	-	-	🤗	-	View
Ling-2.6-1T	InclusionAI	-	1.0T 63B active at inference time	262k	$0.5	-	-	🤗		View
Ling-mini-2.0	InclusionAI	-	16.3B 1.4B active at inference time	131k	-	-	-	🤗	-	View
Ling-3.0-flash-VL	InclusionAI	-	124B 5.5B active at inference time	262k	-	-	-	🤗	-	View
Ring-flash-2.0	InclusionAI	-	103B 6.1B active at inference time	128k	-	-	-	🤗	-	View
Ling-3.0-flash-Fin	InclusionAI	-	124B 5.1B active at inference time	262k	-	-	-	🤗	-	View
Ling 3.0 Tiny	InclusionAI	-	7.9B 1.3B active at inference time	262k	$0.0	-	71	🤗		View
Ling-flash-2.0	InclusionAI	-	103B 6.1B active at inference time	128k	$0.2	-	33	🤗		View
Ling 2.6 Flash	InclusionAI	-	107B 7.4B active at inference time	262k	-	-	-	🤗	-	View
Ring-1T	InclusionAI	-	1T 50B active at inference time	128k	-	-	-	🤗	-	View
Ling 3.1 Flash	InclusionAI	-	560B 25B active at inference time	1M	$0.2	-	123	🤗		View
Ling 3.0 Flash	InclusionAI	-	124B 5.1B active at inference time	262k	$0.0	-	200	🤗		View
Ring-2.6-1T	InclusionAI	-	1T 63B active at inference time	262k	$0.5	-	93	🤗		View

InclusionAI Models: Intelligence, Performance & Price

Intelligence

Time per Task

Cost

IntelligenceUpdated

Artificial Analysis Intelligence Index

Artificial Analysis Intelligence Index

Intelligence Index vs. Cost per Task

Cost per Intelligence Index Task

Artificial Analysis Intelligence Index

Cost

Cost per Intelligence Index Task

Cost per Intelligence Index Task

Speed & Latency

Time per Intelligence Index Task

Time per Intelligence Index Task

Time Period

Capability Scores

Capability Indexes

All InclusionAI Releases

Further details