inclusionAI
·Released on Sep 10, 2026

Ling 3.0 Flash VL API Benchmarks, Pricing & Provider Data

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LLM

Ling 3.0 Flash VL benchmark, API pricing, and provider data cover undefined API provider} other undefined API providers}}, with prices starting at $0.00000001/request.

Ling 3.0 Flash VL builds on Ling 3.0 Flash (124B total / 5.5B active MoE from InclusionAI), further strengthening its language capabilities while adding native visual perception and advanced visual...

Cost
$0.00000001/ 1M · 8:1 in:out
$0.0000000016 in · $0.0000000084 out

Category Performance

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

Coverage
2 / 8
Methodology
V3.0
Category PerformanceObserved-capability estimates with uncertainty reported separately from independent benchmark families.Agents-Coding51.9Reasoning55.1Knowledge-Math-Multilingual-Multimodal-Instruction following-
#1Reasoning55.1Provisional1/4 Measured dimensions
80% interval: 41.269.0
abstract logicPrior only
scientific causal55.1
gpqa · gpqa / hle · hle
multistep constraintsPrior only
evidence verificationPrior only
#2Coding51.9Provisional1/4 Measured dimensions
80% interval: 36.067.9
code generation51.9
scicode · scicode
repository engineeringPrior only
debugging testingPrior only
tooling qualityPrior only
No data:AgentsKnowledgeMathMultilingualMultimodalInstruction following

Specifications

Input and output token limits for this model, plus how it ranks on long-context understanding.

INPUT
131.1Ktokens
157.3 pages of text
OUTPUT
32.8Ktokens
8K128K1M4M
131.1K

Features

Technical Details

Input
Output
Released
Sep 2026
Tokenizer
Other
Architecture
text+image+video->text
Moderated
No
Supported parameters
frequency_penaltyinclude_reasoninglogit_biasmax_tokensmin_ppresence_penaltyreasoningrepetition_penaltyresponse_formatseedstopstructured_outputstemperaturetool_choicetoolstop_ktop_p

Rankings

Excels at

Detailed scores

Updated: Sep 11, 2026

Speed & latency

undefined metric} other undefined metrics}}

Output speed142.9 tok/s#24 / 81Time to first token1.21 s#39 / 81
Output speed
LMSpeed rank#24
Score142.9 tok/s
UpdatedSep 11, 2026
Confidence4
Time to first token
LMSpeed rank#39
Score1.21 s
UpdatedSep 11, 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

Score51.980% interval36.0–67.91/4 Measured dimensionsSciCode44.2%#49 / 89
Dimensions and evidence
Code generation51.9
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
scicode · scicode · z 0.09 · q 1.00
Repository engineeringPrior only
Debugging & testingPrior only
Tool-assisted development & qualityPrior only
SciCodeV3 evidence
LMSpeed rank#49
Score44.2%
UpdatedSep 11, 2026
Confidence4

Reasoning

V3.0

undefined metric} other undefined metrics}} · Provisional

Score55.180% interval41.2–69.01/4 Measured dimensionsGPQA86.2%#60 / 218HLE22.0%#80 / 216
Dimensions and evidence
Abstract logicPrior only
Scientific & causal reasoning55.1
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
gpqa · gpqa · z 0.54 · q 1.00
hle · hle · z 0.31 · q 1.00
Multi-step constraintsPrior only
Evidence integration & verificationPrior only
GPQAV3 evidence
LMSpeed rank#60
Score86.2%
UpdatedSep 11, 2026
Confidence4
HLEV3 evidence
LMSpeed rank#80
Score22.0%
UpdatedSep 11, 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}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Foundational mathPrior only
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

Pricing Comparison

Compare Ling 3.0 Flash VL API pricing across 3 providers. Prices range from $0.00000001/request to $0.0010/request. Future Hub offers the lowest rate at $0.00000001/request.

ProviderHealthModel VariantGroupInput ($/M)Output ($/M)Speed (t/s)First tokenAudit
L1
0%
ling-3.0-flash-vl
openrouter
$0.00000001/request
-

Alternatives & Similar Models

Frequently Asked Questions

What benchmark data does Ling 3.0 Flash VL include?
LMSpeed shows Ling 3.0 Flash VL benchmark context, API price, output speed, first-token latency, and provider data across 3 providers when those signals are available.
What is the Ling 3.0 Flash VL API price?
Ling 3.0 Flash VL has pricing from undefined provider} other undefined providers}}, ranging from $0.00000001/request to $0.0010/request. Future Hub has the lowest listed price.
What does the Ling 3.0 Flash VL API pricing table include?
The Ling 3.0 Flash VL API pricing table compares 3 providers by input price, output price, free tier status, speed, first-token latency, and recent health data when available.
Which provider has the cheapest Ling 3.0 Flash VL API pricing?
Future Hub currently has the lowest listed Ling 3.0 Flash VL price at $0.00000001/request across undefined provider} other undefined providers}}.
Is Ling 3.0 Flash VL API free?
Ling 3.0 Flash VL does not currently have a free API tier on LMSpeed. All 3 providers charge per token.

Also known as

ling-3.0-flash-vl

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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