Inclusionai model product
Ling 3.0 Flash
0 Flash is an LLM from InclusionAI focused on token efficiency and agentic inference at production scale.
Updated Oct 23, 2026. Default version: Ling 3.0 Flash
LLMBoard Score59.7Ling 3.0 Flash
Coverage100%19 benchmark families
Context window131.1KTokens
Official input priceN/AOfficial price unavailable
Ling 3.0 Flash Capability Profile
This profile uses the model's current scored version. Arena ratings and prices are shown separately.
Ling 3.0 Flash Benchmark Results
Benchmark scores for Ling 3.0 Flash.
Sort by
Benchmark | Score | Rank | Participants | Percentile | Evidence | Evaluated |
|---|
| BenchmarkArtifacts Bench | Score77.00% | Rank01 | Participants4 | Percentile100.00% | EvidenceC | Evaluated |
| BenchmarkMulti-IF | Score87.70% | Rank01 | Participants25 | Percentile100.00% | EvidenceC | Evaluated |
| BenchmarkBFCL-V4 | Score73.00% | Rank03 | Participants22 | Percentile90.48% | EvidenceC | Evaluated |
| BenchmarkDRACO | Score70.40% | Rank04 | Participants4 | Percentile0.00% | EvidenceC | Evaluated |
| BenchmarkTau3 Banking | Score28.00% | Rank06 | Participants16 | Percentile66.67% | EvidenceC | Evaluated |
| BenchmarkHMMT Feb 26 | Score87.00% | Rank09 | Participants13 | Percentile33.33% | EvidenceC | Evaluated |
| BenchmarkWideSearch | Score73.60% | Rank09 | Participants15 | Percentile42.86% | EvidenceC | Evaluated |
| BenchmarkSkillsBench | Score44.80% | Rank10 | Participants12 | Percentile18.18% | EvidenceC | Evaluated |
| BenchmarkIMO-AnswerBench | Score83.70% | Rank14 | Participants22 | Percentile38.10% | EvidenceC | Evaluated |
| BenchmarkAIME 2026 | Score93.20% | Rank15 | Participants27 | Percentile46.15% | EvidenceC | Evaluated |
| BenchmarkGDPval-AA | Score1,107.00 points | Rank15 | Participants17 | Percentile12.50% | EvidenceC | Evaluated |
| BenchmarkAA-LCR | Score65.10% | Rank17 | Participants27 | Percentile38.46% | EvidenceC | Evaluated |
| BenchmarkLiveCodeBench v6 | Score82.80% | Rank21 | Participants67 | Percentile69.70% | EvidenceC | Evaluated |
| BenchmarkIFBench | Score74.50% | Rank22 | Participants46 | Percentile53.33% | EvidenceC | Evaluated |
| BenchmarkSWE-bench Multilingual | Score72.40% | Rank23 | Participants50 | Percentile55.10% | EvidenceC | Evaluated |
| BenchmarkMCP Atlas | Score65.50% | Rank29 | Participants39 | Percentile26.32% | EvidenceC | Evaluated |
| BenchmarkBrowseComp | Score72.20% | Rank34 | Participants70 | Percentile52.17% | EvidenceC | Evaluated |
| BenchmarkSWE-Bench Pro | Score56.60% | Rank37 | Participants63 | Percentile41.94% | EvidenceC | Evaluated |
| BenchmarkTerminal-Bench 2.1 | Score57.00% | Rank40 | Participants48 | Percentile17.02% | EvidenceC | Evaluated |
| BenchmarkAA SciCode Subtasks | Score42.01% | Rank56 | Participants89 | Percentile37.50% | EvidenceB | EvaluatedN/A |
| BenchmarkAA GPQA Diamond | Score85.45% | Rank65 | Participants199 | Percentile67.68% | EvidenceB | EvaluatedN/A |
| BenchmarkAA HLE Text No Tools | Score23.68% | Rank74 | Participants200 | Percentile63.32% | EvidenceB | EvaluatedN/A |
| BenchmarkAA LCR v1.1 | Score73.00% | Rank77 | Participants193 | Percentile60.42% | EvidenceB | EvaluatedN/A |
| BenchmarkAA CritPt | Score1.71% | Rank77 | Participants200 | Percentile61.81% | EvidenceB | EvaluatedN/A |
| BenchmarkAA Omniscience Accuracy | Score18.17% | Rank139 | Participants201 | Percentile31.00% | EvidenceB | EvaluatedN/A |
Ling 3.0 Flash Arena Results
Preference and agent-evaluation results for the default version.
No Arena results
The default version does not have a matching Arena result yet.
Ling 3.0 Flash Pricing
Official vendor API pricing appears first, followed by individual provider offers.
- Official API
- N/A
- Official provider
- N/A
- Lowest third-party
- From $0.021 input, $0.063 output per 1M via OpenRouter
- Tracked offerings
- 6
Sort by
Provider | Provider model ID | Region | Input / 1M | Output / 1M | Context | Updated |
|---|
| ProviderOpenRouter | Provider model IDinclusionai/ling-3.0-flash | Regionglobal | Input / 1M$0.021 | Output / 1M$0.063 | Context262.1K | Updated |
| ProviderVercel AI Gateway | Provider model IDinclusionai/ling-3.0-flash | Regionglobal | Input / 1M$0.021 | Output / 1M$0.063 | Context256K | Updated |
| ProviderDevPass (LLM Gateway) | Provider model IDling-3.0-flash | Regionglobal | Input / 1M$0.06 | Output / 1M$0.18 | Context262.1K | Updated |
| ProviderKilo Gateway | Provider model IDinclusionai/ling-3.0-flash | Regionglobal | Input / 1M$0.06 | Output / 1M$0.18 | Context262.1K | Updated |
| ProviderNovita AI | Provider model IDinclusionai/ling-3.0-flash | Regionglobal | Input / 1M$0.06 | Output / 1M$0.18 | Context262.1K | Updated |
| ProviderNanoGPT | Provider model IDinclusionai/ling-3.0-flash | Regionglobal | Input / 1M$0.075 | Output / 1M$0.22 | Context262.1K | Updated |
Official prices use only the vendor's configured official Provider and positive standard USD PAYG rates. Third-party offers remain explicitly labeled.
Ling 3.0 Flash Runtime Performance
Provider-specific output speed and catalog latency for Ling 3.0 Flash. Runtime does not affect the capability score.
No runtime data
No provider-specific speed or latency record is linked to the default version yet.
Output Speed is generated output tokens received per second. Catalog latency is reported separately from observed provider TTFT.
Ling 3.0 Flash Specifications
Technical details for the model's default version.
- Version
- Ling 3.0 Flash
- Released
- Aug 4, 2026
- Knowledge cutoff
- Unknown
- Parameters
- 124B
- Context window
- 131.1K
- Max output
- 131.1K
- Inputs
- text
- Outputs
- text
- Open weights
- Yes
- License
- Unknown
Ling 3.0 Flash Versions
Available versions of this model. The score column identifies the version used in the overall ranking.
Sort by
Version | Released | LLMBoard | Parameters | Context | Max output | Open weights | License |
|---|
| VersionLing 3.0 Flash | Released | LLMBoard59.67 | Parameters124B | Context131.1K | Max output131.1K | Open weightsYes | LicenseUnknown |
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What is Ling 3.0 Flash?
Key information about Ling 3.0 Flash and its available data.
0 Flash is a large language model from InclusionAI. It is designed for token efficiency and agentic inference within limited token, latency, and serving-cost budgets.
Data as of 2026-10-22.
FAQ
Common questions about Ling 3.0 Flash.
When was Ling 3.0 Flash released?
Ling 3.0 Flash's default version was released on Aug 4, 2026.
How much does Ling 3.0 Flash cost?
No official standard PAYG price is currently available for Ling 3.0 Flash. The lowest tracked third-party offer starts at $0.021 input and $0.063 output via OpenRouter.
Who created Ling 3.0 Flash?
Ling 3.0 Flash was created by Inclusionai.
What is the context window for Ling 3.0 Flash?
The default version has a 131.1K token context window.
Is Ling 3.0 Flash open weight?
Yes. The default version is marked as open weight under Unknown.
How many API providers offer Ling 3.0 Flash?
6 provider offerings are linked to the default version.