inclusionAI · Released Aug 27, 2026Ling 3.0 Flash Fin
Finance-enhanced model for financial research, multi-step investment workflows, and long-horizon planning and execution.
- Capability
- —No ECI score yet
- Input
- $0.075per 1M tokens
- Output
- $0.22per 1M tokens
- Context
- 262K33K max output
What it costs
- Input
- $0.075per million tokens
- Output
- $0.22per million tokens
- Blended (3:1)
- $0.111cheaper than 90% of priced models
Typical monthly bills
| Monthly usage | Estimated cost |
|---|---|
| Side project2M input + 0.5M output tokens | $0.26 |
| Team assistant25M input + 5M output tokens | $2.98 |
| Production app250M input + 50M output tokens | $29.75 |
Median of 1 paid API provider on models.dev.
Independent benchmarks
Epoch AI has not published a Capabilities Index score for Ling 3.0 Flash Fin yet.
The details
- Lab
- inclusionAI
- Released
- Aug 27, 2026
- Context window
- 262,144 tokens
- Max output
- 32,768 tokens
- Inputs
- Text
- Output
- Text
- Reasoning
- Always on
- Tool calling
- Yes
- Structured output
- No
- Weights
- Proprietary
- Availability
- 2 API providerslisted on models.dev
What inclusionAI claims
Published by the lab at launch. Settings vary, so compare these only with care.
| Benchmark | Score | Setting | Source |
|---|---|---|---|
| FinFIRST | 52.85 | highest reasoning effort | Source |
| FinSearchComp Verified | 77.04 | highest reasoning effort | Source |
| FinCRAFT | 51.74 | highest reasoning effort | Source |
| Finance Agent v1.1 | 69.19 | highest reasoning effort; 10 runs | Source |
| Finance Agent v2 | 59.81 | highest reasoning effort; 20 runs | Source |
| APEX-Agents | 29.17 | highest reasoning effort | Source |
| SpreadsheetBench v1 | 86.5 | highest reasoning effort; temperature=0.6; 120 turns; 3h timeout | Source |
| SpreadsheetBench v2 | 21.81 | highest reasoning effort; temperature=0.6; 300 turns; 3h timeout | Source |
| tau3-bench | 41 | highest reasoning effort; banking | Source |
More from inclusionAI
About Ling 3.0 Flash Fin
How much does Ling 3.0 Flash Fin cost?
Ling 3.0 Flash Fin costs $0.075 input / $0.22 output per million tokens (median across 1 API provider). At a 3:1 input-to-output mix that is $0.111 per million tokens, cheaper than 90% of the 360 priced models we track.
What is the context window of Ling 3.0 Flash Fin?
Ling 3.0 Flash Fin accepts up to 262,144 tokens per request and can write up to 32,768 tokens in one response.
How good is Ling 3.0 Flash Fin?
Epoch AI has not published a Capabilities Index score for Ling 3.0 Flash Fin yet.
Is Ling 3.0 Flash Fin open source?
No. Ling 3.0 Flash Fin is proprietary; you use it through an API or partner platforms.
What inputs does Ling 3.0 Flash Fin support?
Ling 3.0 Flash Fin accepts text and replies in text. It is a reasoning model, supports tool calling.
When was Ling 3.0 Flash Fin released?
inclusionAI released Ling 3.0 Flash Fin on Aug 27, 2026.
What are the best alternatives to Ling 3.0 Flash Fin?
The closest current models from other labs on capability, price and release date are Laguna S 2.1 (Poolside, $0.10 / $0.20), Nemotron 3.5 Lightning 30B A3B (NVIDIA, $0.05 / $0.20), Gemma 4 12B IT (Google, $0.075 / $0.275) and Mercury 2.5 (Inception, $0.04 / $0.15).