# Ling 3.0 Flash Sante vs Step 3.7 Flash

> Side-by-side benchmark comparison for Ling 3.0 Flash Sante and Step 3.7 Flash across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ling-3-0-flash-sante-vs-step-3-7-flash
- Last updated: October 20, 2026

- Shared sourced benchmarks: 3
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: Ling 3.0 Flash Sante and Step 3.7 Flash share only 3 sourced benchmark rows.

## Summary

- Only 3 shared sourced benchmark rows are 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.
- Ling 3.0 Flash Sante has the larger published context window at 262K.

## Model Snapshot

| Property | Ling 3.0 Flash Sante | Step 3.7 Flash |
|----------|----------|----------|
| Creator | InclusionAI | StepFun |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 256K |
| Independent public score (not head-to-head) | null | 43.61 |
| Benchmarks Covered | 6 | 11 |
| Pricing (input/output) | $0.00 / $0.00 | $0.20 / $1.15 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Sante public-lane score: Coming soon
- Step 3.7 Flash public-lane score: 37 (Estimated · #79/132)

| Benchmark | Ling 3.0 Flash Sante | Step 3.7 Flash | Winner |
|-----------|-----------|-----------|--------|
| BrowseComp | 80.2% | 75.8% | Ling 3.0 Flash Sante |
| DeepSearchQA | 90.8% | 92.8% | Step 3.7 Flash |
| HLE w/ tools | 57.1% | 47.2% | Ling 3.0 Flash Sante |
| MCP Atlas | 75.6% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 59.5% | Coming soon |
| Toolathlon | Coming soon | 49.5% | Coming soon |
| Claw-Eval | Coming soon | 67.1% | Coming soon |
| Gert Labs | Coming soon | 51.57% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Sante public-lane score: Coming soon
- Step 3.7 Flash public-lane score: 30.3 (Estimated · #99/153)

| Benchmark | Ling 3.0 Flash Sante | Step 3.7 Flash | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Pro | Coming soon | 56.3% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 59.5% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Sante public-lane score: 73.4 (Unranked · 1 rankable row)
- Step 3.7 Flash public-lane score: 75.6 (Unranked · 2 rankable rows)

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Sante public-lane score: Coming soon
- Step 3.7 Flash public-lane score: 75.4 (Unranked · 3 rankable rows)

| Benchmark | Ling 3.0 Flash Sante | Step 3.7 Flash | Winner |
|-----------|-----------|-----------|--------|
| SimpleVQA | Coming soon | 79.2% | Coming soon |
| V* | Coming soon | 95.3% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Sante public-lane score: Coming soon
- Step 3.7 Flash public-lane score: 45 (Estimated · #99/187)

| Benchmark | Ling 3.0 Flash Sante | Step 3.7 Flash | Winner |
|-----------|-----------|-----------|--------|
| HealthBench Professional | 54.3% | Coming soon | Coming soon |
| MedXpertQA (Text) | 51.0% | Coming soon | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Sante public-lane score: Coming soon
- Step 3.7 Flash public-lane score: 82.1 (#58/152)

## FAQ

### Is there enough evidence to pick between Ling 3.0 Flash Sante and Step 3.7 Flash?

Not yet. The models share only 3 sourced benchmark rows, 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)
- [Step 3.7 Flash vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-vl-vs-step-3-7-flash)
- [Ling 3.0 Flash Sante vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-ling-3-0-flash-sante)
- [Step 3.7 Flash vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-step-3-7-flash)

## Explore More

- [Ling 3.0 Flash Sante profile](/models/ling-3-0-flash-sante)
- [Step 3.7 Flash profile](/models/step-3-7-flash)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)