Ring Flash 2.0 API Benchmarks, Pricing & Provider Data

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Ring Flash 2.0 is a fast and efficient language model, optimized for quick responses and high throughput.

Speed
107char/s
6.09 s

Category Performance

Observed-capability estimates with uncertainty reported separately from independent benchmark families.

Coverage
3 / 8
Methodology
V3.0
Category PerformanceObserved-capability estimates with uncertainty reported separately from independent benchmark families.Agents-Coding38.8Reasoning49.6Knowledge-Math51.9Multilingual-Multimodal-Instruction following-
#1Math51.9Provisional1/4 Measured dimensions
80% interval: 35.868.1
foundational math51.9
aa_math_index · artificial_analysis_math_index
competition mathPrior only
proof frontierPrior only
applied tool mathPrior only
#2Reasoning49.6Estimated2/4 Measured dimensions
80% interval: 38.460.7
abstract logicPrior only
scientific causal48.2
gpqa · gpqa / hle · hle
multistep constraints50.9
mmlu_pro · mmlu_pro
evidence verificationPrior only
#3Coding38.8Provisional1/4 Measured dimensions
80% interval: 24.952.7
code generation38.8
livecodebench · livecodebench / scicode · scicode
repository engineeringPrior only
debugging testingPrior only
tooling qualityPrior only
No data:AgentsKnowledgeMultilingualMultimodalInstruction following

Specifications

Technical Details

Documentation

Rankings

Excels at

Detailed scores

Updated: Aug 31, 2026

Pricing

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Input price$0.140/M#19 / 180Output price$0.570/M#24 / 180
Input price
LMSpeed rank#19
Score$0.140/M
UpdatedAug 31, 2026
Confidence4
Output price
LMSpeed rank#24
Score$0.570/M
UpdatedAug 31, 2026
Confidence4

Agents

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Planning & decompositionPrior only
Tool usePrior only
Environment & long-horizon executionPrior only
Recovery & completion reliabilityPrior only

Coding

V3.0

undefined metric} other undefined metrics}} · Provisional

Score38.880% interval24.9–52.71/4 Measured dimensionsLiveCodeBench62.8%#40 / 115SciCode16.8%#201 / 205
Dimensions and evidence
Code generation38.8
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
livecodebench · livecodebench · z 0.39 · q 1.00
scicode · scicode · z -2.41 · q 1.00
Repository engineeringPrior only
Debugging & testingPrior only
Tool-assisted development & qualityPrior only
LiveCodeBenchV3 evidence
LMSpeed rank#40
Score62.8%
UpdatedAug 31, 2026
Confidence4
SciCodeV3 evidence
LMSpeed rank#201
Score16.8%
UpdatedAug 31, 2026
Confidence4

Reasoning

V3.0

undefined metric} other undefined metrics}} · Estimated

Score49.680% interval38.4–60.72/4 Measured dimensionsMMLU-Pro79.3%#68 / 129GPQA72.5%#131 / 212
Dimensions and evidence
Abstract logicPrior only
Scientific & causal reasoning48.2
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
gpqa · gpqa · z -0.23 · q 1.00
hle · hle · z -0.27 · q 1.00
Multi-step constraints50.9
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
mmlu_pro · mmlu_pro · z -0.08 · q 1.00
Evidence integration & verificationPrior only
MMLU-ProV3 evidence
LMSpeed rank#68
Score79.3%
UpdatedAug 31, 2026
Confidence4
GPQAV3 evidence
LMSpeed rank#131
Score72.5%
UpdatedAug 31, 2026
Confidence4
HLEV3 evidence
LMSpeed rank#119
Score9.6%
UpdatedAug 31, 2026
Confidence4

Knowledge

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Broad knowledgePrior only
Professional knowledgePrior only
FactualityPrior only
Retrieval & open-book usePrior only

Math

V3.0

undefined metric} other undefined metrics}} · Provisional

Score51.980% interval35.8–68.11/4 Measured dimensions
Dimensions and evidence
Foundational math51.9
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
aa_math_index · artificial_analysis_math_index · z 0.66 · q 1.00
Competition mathPrior only
Advanced proofsPrior only
Applied & tool-assisted mathPrior only

Multilingual

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Cross-language understandingPrior only
Multilingual generationPrior only
Reasoning transferPrior only
Low-resource robustnessPrior only

Multimodal

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Perception & OCRPrior only
Document & spatial understandingPrior only
Visual reasoningPrior only
Video & grounded actionPrior only

Instruction following

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Constraint followingPrior only
Structured outputPrior only
Novel-instruction generalizationPrior only
Multi-turn & long instructionsPrior only

Alternatives & Similar Models

Also known as

Ring-flash-2-0inclusionAI/Ring-flash-2.0inclusionai/ring-flash-2.0

Rankings are based on community-submitted tests and periodic health probes. Advisory only, not official data.Artificial AnalysisStandard benchmark data may include BenchLM and other public sources.

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