# Ling 3.0 Flash Fin vs Muse Wonder

> Side-by-side benchmark comparison for Ling 3.0 Flash Fin and Muse Wonder across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ling-3-0-flash-fin-vs-muse-wonder
- Last updated: October 12, 2026

- Shared sourced benchmarks: 1
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: Ling 3.0 Flash Fin and Muse Wonder share only 1 sourced benchmark row.

## Summary

- Only 1 shared sourced benchmark row is available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- Ling 3.0 Flash Fin has the lower published output-token price.
- Muse Wonder has the larger published context window at 1M.

## Model Snapshot

| Property | Ling 3.0 Flash Fin | Muse Wonder |
|----------|----------|----------|
| Creator | InclusionAI | Meta |
| Type | Proprietary | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 1M |
| Independent public score (not head-to-head) | null | 70.44 |
| Benchmarks Covered | 3 | 6 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $4.00 / $20.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Fin public-lane score: Coming soon
- Muse Wonder public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash Fin | Muse Wonder | Winner |
|-----------|-----------|-----------|--------|
| Finance Agent v2 | 59.8% | 56.6% | Ling 3.0 Flash Fin |
| APEX-Agents | 29.2% | Coming soon | Coming soon |
| SpreadsheetBench 2 | 21.8% | Coming soon | Coming soon |
| JobBench | Coming soon | 70.5% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Fin public-lane score: Coming soon
- Muse Wonder public-lane score: 69.8 (Supported · #10/148)

| Benchmark | Ling 3.0 Flash Fin | Muse Wonder | Winner |
|-----------|-----------|-----------|--------|
| DeepSWE | Coming soon | 78.8% | Coming soon |
| ProgramBench | Coming soon | 50.0% | Coming soon |
| sweMarathon | Coming soon | 53.1% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Fin public-lane score: Coming soon
- Muse Wonder public-lane score: 81.3 (Unranked · 2 rankable rows)

### Knowledge

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Fin public-lane score: Coming soon
- Muse Wonder public-lane score: 74 (Supported · #12/180)

| Benchmark | Ling 3.0 Flash Fin | Muse Wonder | Winner |
|-----------|-----------|-----------|--------|
| HealthBench Professional | Coming soon | 60.5% | Coming soon |

## FAQ

### Is there enough evidence to pick between Ling 3.0 Flash Fin and Muse Wonder?

Not yet. The models share only 1 sourced benchmark row, so this mirror reports the available measurements and metadata without naming a broad winner.

### What can I compare safely on this page?

Published pricing, context windows, model type, and individual shared benchmark rows are directly comparable. Independent overall scores and non-overlapping benchmark coverage are labeled separately and should not be read as a controlled head-to-head result.

## Related Comparisons

- [Ling 3.0 Flash Fin vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-fin-vs-ling-3-0-flash-vl)
- [Muse Wonder vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-vl-vs-muse-wonder)
- [Ling 3.0 Flash Fin vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-ling-3-0-flash-fin)
- [Muse Wonder vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-muse-wonder)

## Explore More

- [Ling 3.0 Flash Fin profile](/models/ling-3-0-flash-fin)
- [Muse Wonder profile](/models/muse-wonder)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)