Ling 3.1 Flash 1019 vs Claude Haiku 5.5: Release Comparison

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

Comparison of the Ling 3.1 Flash 1019 and Claude Haiku 5.5 releases: 1 model and 5 models respectively, each with different intelligence, performance, and pricing characteristics. Below is a comparison of the key metrics across all 6 models.

For intelligence, Claude Haiku 5.5 scores highest: Claude Haiku 5.5 (Max) at 36, against Ling 3.1 Flash 1019 at 30.
For cost per task, Claude Haiku 5.5 is cheapest: Claude Haiku 5.5 (Low) at $0.0438, against Ling 3.1 Flash 1019 at $3.19.

Model Playground

Releases compared


	Claude Haiku 5.5 (max)	Claude Haiku 5.5 (xhigh)	Claude Haiku 5.5 (high)	Ling 3.1 Flash 1019	Claude Haiku 5.5 (medium)	Claude Haiku 5.5 (low)
Intelligence Index	36	35	30	30	25	19
Finance & Accounting	44	41	38	43	35	29
Strategy & Ops	39	39	37	48	33	27
Legal	39	37	35	36	33	27
Healthcare & Medical	37	34	32	38	31	25
Engineering	43	41	37	35	32	27
Economics	43	41	38	36	34	29
AA-Briefcase v1.1	1573	1523	1441	1520	1366	1113
AutomationBench-AA	35.4%	36.0%	33.7%	67.5%	28.6%	22.9%
Terminal-Bench 4.0	32.8%	29.3%	21.7%	32.8%	15.2%	12.6%
FrontierCode-AA 2.0	34.9%	29.9%	23.2%	17.0%	16.1%	8.0%
AA-Omniscience v1.1	12	8	5	0	4	2
GDP.pdf	20.8%	18.2%	17.2%	12.6%	15.2%	11.2%
HLE-Diamond	29.6%	28.8%	23.7%	17.2%	16.8%	14.1%
CritPt v2 (Hard Subset)	43.5%	47.5%	45.0%	38.5%	30.5%	21.5%
Terminal-Bench-Science 0.1	20.0%	18.1%	10.0%	4.3%	7.1%	1.9%

Cost per TaskUSD	$0.41	$0.25	$0.16	$3.19	$0.0918	$0.0438
Input PriceUSD/1M Tokens	$0.10	$0.10	$0.10	$0.30	$0.10	$0.10
Output PriceUSD/1M Tokens	$0.50	$0.50	$0.50	$0.90	$0.50	$0.50
Cache Hit PriceUSD/1M Tokens	$0.01	$0.01	$0.01	$0.06	$0.01	$0.01
Cache Write PriceUSD/1M Tokens	$0.13	$0.13	$0.13	--	$0.13	$0.13

Time per TaskMinutes	14.9	9.8	6.5	--	4.0	2.2
Output Speedtok/s	252	231	224	--	221	211
Time to First Answer Tokens	174.18	59.27	21.70	--	10.45	5.87
Time to First Tokens	174.18	59.27	21.70	--	10.45	5.87
End-to-End TimeMean of Single-Request Workloads (s)	311.60	118.24	52.55	--	31.36	23.55

Context Window	1M	1M	1M	1M	1M	1M
Creator	Anthropic	Anthropic	Anthropic	InclusionAI	Anthropic	Anthropic
License	Proprietary	Proprietary	Proprietary	Open	Proprietary	Proprietary
Input Modality	Supports: text and image	Supports: text and image	Supports: text and image	Supports: text	Supports: text and image	Supports: text and image
Output Modality	Supports: text	Supports: text	Supports: text	Supports: text	Supports: text	Supports: text
Providers

Updated

Intelligence

Artificial Analysis Intelligence Index · Higher is better

Time per Task

Inference time (minutes) per Intelligence Index task · Lower is better

Cost per Task

Weighted average cost (USD) per Intelligence Index task · Lower is better

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-AA 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-AA 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

Claude Haiku 5.5

Pareto line

AA-Briefcase v1.1

AutomationBench-AA

Cost per Task (USD, Log Scale)

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

Performance

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

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-AA 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

Benchmarks

AA-PersonalityBenchNew

Personality Indexes

Each axis is one of 8 personality indexes: the mean of its traits’ Elo z-scores, percentile ranked from 1 to 100 across all models evaluated in the benchmark

Ling 3.1 Flash 1019 vs Claude Haiku 5.5: Release Comparison

Intelligence

Time per Task

Cost per Task

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

Performance

Time per Intelligence Index Task

Time per Intelligence Index Task

Time Period

Capability Scores

Capability Indexes

Benchmarks

AA-PersonalityBenchNew

Personality Indexes