# Kimi K2.5 (Reasoning) vs Ling 3.0 Flash Sante

> Side-by-side benchmark comparison for Kimi K2.5 (Reasoning) and Ling 3.0 Flash Sante across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/kimi-k2-5-reasoning-vs-ling-3-0-flash-sante
- 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: Kimi K2.5 (Reasoning) and Ling 3.0 Flash Sante 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.
- Ling 3.0 Flash Sante has the larger published context window at 262K.

## Model Snapshot

| Property | Kimi K2.5 (Reasoning) | Ling 3.0 Flash Sante |
|----------|----------|----------|
| Creator | Moonshot AI | InclusionAI |
| Type | Proprietary | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 128K | 262K |
| Independent public score (not head-to-head) | 56.02 | null |
| Benchmarks Covered | 15 | 6 |
| Pricing (input/output) | $0.60 / $3.00 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Kimi K2.5 (Reasoning) public-lane score: 38.5 (Estimated · #72/132)
- Ling 3.0 Flash Sante public-lane score: Coming soon

| Benchmark | Kimi K2.5 (Reasoning) | Ling 3.0 Flash Sante | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 50.8% | Coming soon | Coming soon |
| BrowseComp | 60.6% | 80.2% | Ling 3.0 Flash Sante |
| OSWorld-Verified | 63.3% | Coming soon | Coming soon |
| Gert Labs | 32.58% | Coming soon | Coming soon |
| DeepSearchQA | Coming soon | 90.8% | Coming soon |
| HLE w/ tools | Coming soon | 57.1% | Coming soon |
| MCP Atlas | Coming soon | 75.6% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Kimi K2.5 (Reasoning) public-lane score: Coming soon
- Ling 3.0 Flash Sante public-lane score: Coming soon

| Benchmark | Kimi K2.5 (Reasoning) | Ling 3.0 Flash Sante | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 76.8% | Coming soon | Coming soon |
| LiveCodeBench v6 | 85.0% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | 50.8% | Coming soon | Coming soon |
| Vibe Code Bench | 17.54% | Coming soon | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Kimi K2.5 (Reasoning) public-lane score: 66.3 (Unranked · 1 rankable row)
- Ling 3.0 Flash Sante public-lane score: 73.4 (Unranked · 1 rankable row)

| Benchmark | Kimi K2.5 (Reasoning) | Ling 3.0 Flash Sante | Winner |
|-----------|-----------|-----------|--------|
| LongBench v2 | 61% | Coming soon | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Kimi K2.5 (Reasoning) public-lane score: 69 (#35/56)
- Ling 3.0 Flash Sante public-lane score: Coming soon

| Benchmark | Kimi K2.5 (Reasoning) | Ling 3.0 Flash Sante | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | 78.5% | Coming soon | Coming soon |
| CharXiv | 77.5% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Kimi K2.5 (Reasoning) public-lane score: 48.2 (Estimated · #87/187)
- Ling 3.0 Flash Sante public-lane score: Coming soon

| Benchmark | Kimi K2.5 (Reasoning) | Ling 3.0 Flash Sante | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 87.6% | Coming soon | Coming soon |
| MMLU-Pro | 87.1% | Coming soon | Coming soon |
| HealthBench Professional | Coming soon | 54.3% | Coming soon |
| MedXpertQA (Text) | Coming soon | 51.0% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Kimi K2.5 (Reasoning) public-lane score: Coming soon
- Ling 3.0 Flash Sante public-lane score: Coming soon

| Benchmark | Kimi K2.5 (Reasoning) | Ling 3.0 Flash Sante | Winner |
|-----------|-----------|-----------|--------|
| AIME 2025 | 96.1% | Coming soon | Coming soon |
| HMMT Feb 2025 | 95.4% | Coming soon | Coming soon |

## FAQ

### Is there enough evidence to pick between Kimi K2.5 (Reasoning) and Ling 3.0 Flash Sante?

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

- [Kimi K2.5 (Reasoning) vs Kimi K2.5](/compare/kimi-k2-5-vs-kimi-k2-5-reasoning)
- [Ling 3.0 Flash Sante vs Kimi K2.5](/compare/kimi-k2-5-vs-ling-3-0-flash-sante)
- [Kimi K2.5 (Reasoning) vs Ling 3.0 Flash VL](/compare/kimi-k2-5-reasoning-vs-ling-3-0-flash-vl)
- [Ling 3.0 Flash Sante vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-sante-vs-ling-3-0-flash-vl)

## Explore More

- [Kimi K2.5 (Reasoning) profile](/models/kimi-k2-5-reasoning)
- [Ling 3.0 Flash Sante profile](/models/ling-3-0-flash-sante)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)