Inclusionai model product
Ling 3.1 Flash
An efficient LLM from Inclusionai for low-latency assistance, extraction, and routine automation.
Updated Oct 23, 2026. Default version: Ling 3.1 Flash
LLMBoard Score82.5Ling 3.1 Flash
Coverage0%11 benchmark families
Context windowN/ATokens
Official input priceN/AOfficial price unavailable
Ling 3.1 Flash Capability Profile
This profile uses the model's current scored version. Arena ratings and prices are shown separately.
Ling 3.1 Flash Benchmark Results
Benchmark scores for Ling 3.1 Flash.
Sort by
Benchmark | Score | Rank | Participants | Percentile | Evidence | Evaluated |
|---|
| BenchmarkDRACO | Score85.49% | Rank01 | Participants4 | Percentile100.00% | EvidenceC | Evaluated |
| BenchmarkFinance Agent v2 | Score57.87% | Rank02 | Participants29 | Percentile96.43% | EvidenceC | Evaluated |
| BenchmarkSkillsBench | Score68.70% | Rank02 | Participants12 | Percentile90.91% | EvidenceC | Evaluated |
| BenchmarkCyberGym | Score87.90% | Rank04 | Participants23 | Percentile86.36% | EvidenceC | Evaluated |
| BenchmarkFrontierSWE | Score75.16% | Rank04 | Participants17 | Percentile81.25% | EvidenceC | Evaluated |
| BenchmarkHealthBench Professional | Score65.35% | Rank04 | Participants20 | Percentile84.21% | EvidenceC | Evaluated |
| BenchmarkMulti-Challenge | Score69.78% | Rank04 | Participants34 | Percentile90.91% | EvidenceC | Evaluated |
| BenchmarkSWE Atlas - Codebase QnA | Score55.92% | Rank04 | Participants7 | Percentile50.00% | EvidenceC | Evaluated |
| BenchmarkGDPval-AA 2.1 | Score1,673.00 points | Rank04 | Participants6 | Percentile40.00% | EvidenceC | Evaluated |
| BenchmarkAutomationBench | Score52.50% | Rank05 | Participants27 | Percentile84.62% | EvidenceC | Evaluated |
| BenchmarkTerminal-Bench 4.0 | Score40.40% | Rank13 | Participants29 | Percentile57.14% | EvidenceC | Evaluated |
Ling 3.1 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 3.1 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 $0.075 input, $0.22 output per 1M via NanoGPT
- Tracked offerings
- 6
Sort by
Provider | Provider model ID | Region | Input / 1M | Output / 1M | Context | Updated |
|---|
| ProviderCommandCode | Provider model IDinclusionai/ling-3.1-flash:free | Regionglobal | Input / 1MN/A | Output / 1MN/A | Context262.1K | Updated |
| ProviderNanoGPT | Provider model IDinclusionai/ling-3.1-flash | Regionglobal | Input / 1M$0.075 | Output / 1M$0.22 | Context262.1K | Updated |
| ProviderOpenRouter | Provider model IDinclusionai/ling-3.1-flash | Regionglobal | Input / 1M$0.075 | Output / 1M$0.225 | Context262.1K | Updated |
| ProviderVercel AI Gateway | Provider model IDinclusionai/ling-3.1-flash | Regionglobal | Input / 1M$0.30 | Output / 1M$0.90 | Context262.1K | Updated |
| ProviderKilo Gateway | Provider model IDinclusionai/ling-3.1-flash | Regionglobal | Input / 1M$0.30 | Output / 1M$0.90 | Context262.1K | Updated |
| ProviderNovita AI | Provider model IDinclusionai/ling-3.1-flash | Regionglobal | Input / 1M$0.30 | Output / 1M$0.90 | 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 3.1 Flash Runtime Performance
Provider-specific output speed and catalog latency for Ling 3.1 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 3.1 Flash Specifications
Technical details for the model's default version.
- Version
- Ling 3.1 Flash
- Released
- Sep 30, 2026
- Knowledge cutoff
- Unknown
- Parameters
- 560B
- Context window
- N/A
- Max output
- N/A
- Inputs
- text
- Outputs
- text
- Open weights
- No
- License
- Unknown
Ling 3.1 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 3.1 Flash | Released | LLMBoard82.52 | Parameters560B | ContextN/A | Max outputN/A | Open weightsNo | LicenseUnknown |
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What is Ling 3.1 Flash?
Key information about Ling 3.1 Flash and its available data.
1 Flash is an LLM from Inclusionai for low-latency assistance, extraction, and routine automation.
Data as of 2026-10-22.
FAQ
Common questions about Ling 3.1 Flash.
When was Ling 3.1 Flash released?
Ling 3.1 Flash's default version was released on Sep 30, 2026.
How much does Ling 3.1 Flash cost?
No official standard PAYG price is currently available for Ling 3.1 Flash. The lowest tracked third-party offer starts at $0.075 input and $0.22 output via NanoGPT.
Who created Ling 3.1 Flash?
Ling 3.1 Flash was created by Inclusionai.
What is the context window for Ling 3.1 Flash?
A context window is not available for the default version.
Is Ling 3.1 Flash open weight?
No. The default version is not marked as having publicly available weights.
How many API providers offer Ling 3.1 Flash?
6 provider offerings are linked to the default version.