# Ling 3.0 Flash Sante vs Muse Wonder

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

- Canonical page: https://benchlm.ai/compare/ling-3-0-flash-sante-vs-muse-wonder
- Last updated: October 23, 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 Sante 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 Sante has the lower published output-token price.
- Muse Wonder has the larger published context window at 1M.

## Model Snapshot

| Property | Ling 3.0 Flash Sante | Muse Wonder |
|----------|----------|----------|
| Creator | InclusionAI | Meta |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 1M |
| Independent public score (not head-to-head) | null | 71.44 |
| Benchmarks Covered | 6 | 9 |
| Pricing (input/output) | $0.00 / $0.00 | $4.00 / $20.00 |

## Category Breakdown

### Agentic

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

| Benchmark | Ling 3.0 Flash Sante | Muse Wonder | Winner |
|-----------|-----------|-----------|--------|
| BrowseComp | 80.2% | Coming soon | Coming soon |
| DeepSearchQA | 90.8% | Coming soon | Coming soon |
| HLE w/ tools | 57.1% | Coming soon | Coming soon |
| MCP Atlas | 75.6% | Coming soon | Coming soon |
| JobBench | Coming soon | 70.5% | Coming soon |
| Finance Agent v2 | Coming soon | 56.6% | Coming soon |
| MazeBench | Coming soon | 0% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Sante public-lane score: Coming soon
- Muse Wonder public-lane score: 70.1 (Supported · #10/153)

| Benchmark | Ling 3.0 Flash Sante | Muse Wonder | Winner |
|-----------|-----------|-----------|--------|
| DeepSWE | Coming soon | 78.8% | Coming soon |
| ProgramBench | Coming soon | 50.0% | Coming soon |
| sweMarathon | Coming soon | 53.1% | Coming soon |
| Bug Hunt Bench | Coming soon | 31.7 fixes | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Sante public-lane score: 73.4 (Unranked · 1 rankable row)
- Muse Wonder public-lane score: 80.4 (Unranked · 2 rankable rows)

| Benchmark | Ling 3.0 Flash Sante | Muse Wonder | Winner |
|-----------|-----------|-----------|--------|
| STEMBench | Coming soon | 2.68 | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Sante public-lane score: Coming soon
- Muse Wonder public-lane score: 74.3 (Supported · #12/187)

| Benchmark | Ling 3.0 Flash Sante | Muse Wonder | Winner |
|-----------|-----------|-----------|--------|
| HealthBench Professional | 54.3% | 60.5% | Muse Wonder |
| MedXpertQA (Text) | 51.0% | Coming soon | Coming soon |

## FAQ

### Is there enough evidence to pick between Ling 3.0 Flash Sante 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 Sante vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-sante-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 Sante vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-ling-3-0-flash-sante)
- [Muse Wonder vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-muse-wonder)

## Explore More

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