Capability
Unranked
field median 58.8
Not eligible for a public rank
Ling 3.0 Flash Fin
CurrentReleased Aug 28, 2026ProprietaryReasoning262K contextVercel AI Gateway Ling 3.0 Flash Fin listing
Released Aug 28, 2026 — see all recent releases
Decision reading
Ling 3.0 Flash Fin is tracked, but not publicly ranked yet. The profile exposes 3 sourced benchmark rows and leaves unsupported fields blank until a published record exists.
Data as of August 28, 2026 · How the score is built
Strongest published evidence
Published rows are visible, but no category has enough eligible evidence for a comparative rank.
Validate before choosing
3 published rows leave some tracked benchmark slots empty. No comparable first-party API token rate is published.
Decision snapshot
Each value carries a field reference instead of floating alone. Markers compare this model with the current ranked and priced catalog; they are not absolute quality thresholds.
Price
API rate not published
input median $1
No comparable first-party hosted token rate
Speed
Not measured
field median 86 tok/s
Time to first token not measured
Context
262Ktokens
field median 256,000
Maximum output length is tracked separately
How much of this is verified
Coverage is split by category so a strong number never hides a thin evidence base. Verified means the row is tied to a published source; provisional rows remain visible but separate.
- Agentic0/3 verified
- CodingNot measured
- ReasoningNot measured
- KnowledgeNot measured
- MathNot measured
- MultilingualNot measured
- MultimodalNot measured
- Inst. FollowingNot measured
Verified sourceProvisionalNot measured
Spec sheet
Each documented value carries its source. Missing fields stay visible as not sourced or not published, rather than disappearing from the page.
- API model ID
- inclusionai/ling-3.0-flash-finVercel AI Gateway availability
- Context window
- 262KVercel AI Gateway availability
- Maximum output
- Not sourced yet
- Knowledge cutoff
- Not sourced yet
- Input modalities
- Not sourced yet
- Output modalities
- Not sourced yet
- Parameters
- Not disclosed by the provider
- Availability
- Ling 3.0 Flash Fin is currently available through hosted gateway routes with a temporary free-access promotion. InclusionAI says the model weights will be released next week, so this launch row remains API-only until a checkpoint and license are published.
- Cloud regions
- Not tracked yet
- Lifecycle
- Current
- API capabilities
- Tool calling, structured outputs, and batch support are not tracked yet
- Prompt caching
- Not documented in the pricing recordVercel AI Gateway availability
- Self-host
- Weights are not published
- Rate limits
- Not tracked yet
Category score record
Scores and ranks appear only where published evidence can be displayed. The table keeps the score, weight, cohort, and evidence state together.
| Category | Score | Rank | Percentile | Weight | Benchmarks | Evidence |
|---|---|---|---|---|---|---|
| AgenticWeight 22%3 benchmarksReported | Score pending | Not ranked | Not available | 22% | 3 benchmarks | Reported |
| CodingWeight 20%0 benchmarksNot measured | Not measured | Not ranked | Not available | 20% | 0 benchmarks | Not measured |
| ReasoningWeight 17%0 benchmarksNot measured | Not measured | Not ranked | Not available | 17% | 0 benchmarks | Not measured |
| KnowledgeWeight 12%0 benchmarksNot measured | Not measured | Not ranked | Not available | 12% | 0 benchmarks | Not measured |
| MathWeight 5%0 benchmarksNot measured | Not measured | Not ranked | Not available | 5% | 0 benchmarks | Not measured |
| MultilingualWeight 7%0 benchmarksNot measured | Not measured | Not ranked | Not available | 7% | 0 benchmarks | Not measured |
| MultimodalWeight 12%0 benchmarksNot measured | Not measured | Not ranked | Not available | 12% | 0 benchmarks | Not measured |
| Inst. FollowingWeight 5%0 benchmarksNot measured | Not measured | Not ranked | Not available | 5% | 0 benchmarks | Not measured |
Benchmark ledger
Agentic opens by default. The marker compares each value with the best source-verified result in the catalog; provisional leaders do not set the reference. Expand the remaining categories for every published row.
Agentic3 rows
| Benchmark | Score | Versus best verified row | Gap | Weight | Evidence |
|---|---|---|---|---|---|
| Finance Agent v2 | Score59.8% | Versus best verified row Best verified: Gemini 3.5 Flash · 57.9% | Gap1.9 behind | WeightDisplay only | |
| APEX-Agents | Score29.2% | Versus best verified row Best verified: Grok 4.6 · 57.5% | Gap28.3 behind | WeightDisplay only | |
| SpreadsheetBench 2 | Score21.8% | Versus best verified row Best verified: Kimi K3 · 34.8% | Gap13 behind | WeightDisplay only |
Lineage
The sequence follows explicit supersedes links. Scores and prices remain blank when the corresponding public row or first-party rate is unavailable.
Aug 28, 2026 · you are here
Ling 3.0 Flash FinNot publicly ranked · Price not listed
flash-fin · Fin
How to read this profile
The visual layer above carries the decisions. These notes preserve the model, ranking, coverage, and family context behind the numbers.
We track Ling 3.0 Flash Fin, but the public leaderboard excludes this profile until enough non-generated benchmark coverage is available. Only published rows appear above.
Ling 3.0 Flash Fin is a proprietary model with a 262K context window. It uses an explicit reasoning mode, which can improve complex problem solving while adding latency and token use.
Ling 3.0 Flash Fin is currently available through hosted gateway routes with a temporary free-access promotion. InclusionAI says the model weights will be released next week, so this launch row remains API-only until a checkpoint and license are published.
Launch snapshot from InclusionAI's August 28, 2026 Ling 3.0 Flash Fin comparison chart, corroborated by a secondary reproduction of the provider announcement. We map Finance Agent v2, APEX-Agents, and SpreadsheetBench v2 because those protocols already have distinct catalog lanes. FinFIRST, FinSearchComp Verified, FinCRAFT, Finance Agent v1.1, and SpreadsheetBench v1 remain outside scored fields because the current schema has no equivalent row. The chart's tau3-Banking result is omitted because its note attributes every value to an external aggregator rather than an InclusionAI run. The finance-tuned variant retains the base model's 124B-total, 5.1B-active architecture and 262K context window.
Ling 3.0 Flash Fin sits in the Ling 3.0 family with Ling 3.0 Flash, Ling 3.0 Flash FP8. 3 of 406 tracked benchmark slots currently have displayable evidence. Missing categories stay blank.
Radar
Full release historyLing 3.0 Flash Fin release history
Ling 3.0 Flash Fin released
InclusionAI · Model release
Source confirmed
Radar confirmed these at the source. Start the free Radar Brief
Frequently asked questions
How does Ling 3.0 Flash Fin perform overall in AI benchmarks?
Ling 3.0 Flash Fin has 3 source-displayable benchmark rows, but it does not qualify for a public overall rank. The available rows remain visible by category without being converted into a site-wide score. Missing evidence stays blank instead of being estimated from an earlier model.
Is Ling 3.0 Flash Fin good for agentic tool use and computer tasks?
Ling 3.0 Flash Fin has source-displayable benchmark coverage for agentic tool use and computer tasks, but the public category table does not assign it a rank there. The individual rows remain available for inspection. A missing category position means the evidence threshold was not met; it does not convert the model's unmeasured work into a zero.
Which sibling models are related to Ling 3.0 Flash Fin?
Ling 3.0 Flash Fin belongs to the Ling 3.0 family. Related tracked variants include Ling 3.0 Flash, Ling 3.0 Flash FP8. A sibling link indicates shared lineage or a documented configuration relationship; it does not mean the variants have identical pricing, context limits, benchmark evidence, or deployment behavior. Compare before switching.
Does Ling 3.0 Flash Fin have full benchmark coverage on BenchLM?
No. Ling 3.0 Flash Fin currently has 3 source-displayable rows across 406 tracked benchmark slots. The profile exposes published, non-generated evidence and leaves missing categories blank until an exact evaluation is available. Coverage describes how much was measured; it is not a penalty added to an individual benchmark result.
What is the context window size of Ling 3.0 Flash Fin?
Ling 3.0 Flash Fin has a documented context window of 262K. That figure is the maximum combined prompt and retained-conversation space reported for this exact model; it is not the maximum output length. The profile keeps output limits separate because providers often publish those limits independently.
Compare Ling 3.0 Flash Fin with every tracked model399 comparisons
Last updated August 28, 2026. Runtime fields remain blank until a sourced snapshot exists.
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