Inclusionai model product
0 Flash Fin is a finance-enhanced model for financial research, multi-step investment workflows, and long-horizon planning and execution.
Updated Oct 23, 2026. Default version: Ling 3.0 Flash Fin
This profile uses the model's current scored version. Arena ratings and prices are shown separately.
Benchmark scores for Ling 3.0 Flash Fin.
Benchmark | Score | Rank | Participants | Percentile | Evidence | Evaluated |
|---|
| BenchmarkFinance Agent v1.1 | Score69.19% | Rank01 | Participants3 | Percentile100.00% | EvidenceC | Evaluated |
| BenchmarkFinance Agent v2 | Score59.81% | Rank01 | Participants29 | Percentile100.00% | EvidenceC | Evaluated |
| BenchmarkSpreadsheetBench 2 | Score21.81% | Rank02 | Participants2 | Percentile0.00% | EvidenceC | Evaluated |
| BenchmarkTau3 Banking | Score41.00% | Rank02 | Participants16 | Percentile93.33% | EvidenceC | Evaluated |
| BenchmarkSpreadSheetBench-v1 | Score86.50% | Rank03 | Participants4 | Percentile33.33% | EvidenceC | Evaluated |
| BenchmarkAPEX-Agents | Score29.17% | Rank08 | Participants11 | Percentile30.00% | EvidenceC | Evaluated |
| BenchmarkAA SciCode Subtasks | Score42.36% | Rank55 | Participants89 | Percentile38.64% | EvidenceB | EvaluatedN/A |
| BenchmarkAA CritPt | Score2.57% | Rank70 | Participants200 | Percentile65.33% | EvidenceB | EvaluatedN/A |
| BenchmarkAA LCR v1.1 | Score73.67% | Rank72 | Participants193 | Percentile63.02% | EvidenceB | EvaluatedN/A |
| BenchmarkAA HLE Text No Tools | Score22.61% | Rank79 | Participants200 | Percentile60.80% | EvidenceB | EvaluatedN/A |
| BenchmarkAA Omniscience Accuracy | Score17.87% | Rank142 | Participants201 | Percentile29.50% | EvidenceB | EvaluatedN/A |
Preference and agent-evaluation results for the default version.
The default version does not have a matching Arena result yet.
Official vendor API pricing appears first, followed by individual provider offers.
Provider | Provider model ID | Region | Input / 1M | Output / 1M | Context | Updated |
|---|
| ProviderVercel AI Gateway | Provider model IDinclusionai/ling-3.0-flash-fin | Regionglobal | Input / 1M$0.075 | Output / 1M$0.22 | Context256K | Updated |
| ProviderNovita AI | Provider model IDinclusionai/ling-3.0-flash-fin | 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.
Provider-specific output speed and catalog latency for Ling 3.0 Flash Fin. Runtime does not affect the capability score.
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.
Technical details for the model's default version.
Available versions of this model. The score column identifies the version used in the overall ranking.
Version | Released | LLMBoard | Parameters | Context | Max output | Open weights | License |
|---|
| VersionLing 3.0 Flash Fin | Released | LLMBoard71.95 | Parameters124B | Context262.1K | Max output262.1K | Open weightsYes | LicenseUnknown |
Recommendations prioritize the same model type and family, then the closest LLMBoard score.
Key information about Ling 3.0 Flash Fin and its available data.
0 Flash Fin is a finance-enhanced large language model from Inclusionai. It is intended for financial research, multi-step investment workflows, and long-horizon planning and execution.
Data as of 2026-10-22.
Common questions about Ling 3.0 Flash Fin.
Ling 3.0 Flash Fin's default version was released on Sep 3, 2026.
No official standard PAYG price is currently available for Ling 3.0 Flash Fin. The lowest tracked third-party offer starts at $0.075 input and $0.22 output via Vercel AI Gateway.
Ling 3.0 Flash Fin was created by Inclusionai.
The default version has a 262.1K token context window.
Yes. The default version is marked as open weight under Unknown.
2 provider offerings are linked to the default version.