# Kimi K2.7 Code vs Ling 3.0 Flash

> Side-by-side benchmark comparison for Kimi K2.7 Code and Ling 3.0 Flash across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/kimi-k2-7-code-vs-ling-3-0-flash
- Last updated: September 4, 2026

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

## Quick Verdict

Evidence is too thin for a benchmark verdict: Kimi K2.7 Code and Ling 3.0 Flash 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 has the lower published output-token price.
- Ling 3.0 Flash has the larger published context window at 262K.

## Model Snapshot

| Property | Kimi K2.7 Code | Ling 3.0 Flash |
|----------|----------|----------|
| Creator | Moonshot AI | InclusionAI |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 256K | 262K |
| Independent public score (not head-to-head) | 65.4 | 52.2 |
| Benchmarks Covered | 8 | 22 |
| Pricing (input/output) | $0.95 / $4.00 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Kimi K2.7 Code public-lane score: 46.2 (Estimated · #86/151)
- Ling 3.0 Flash public-lane score: 40 (Supported · #121/151)

| Benchmark | Kimi K2.7 Code | Ling 3.0 Flash | Winner |
|-----------|-----------|-----------|--------|
| Kimi Claw 24/7 | 46.9% | Coming soon | Coming soon |
| MCP Atlas | 76% | 65.5% | Kimi K2.7 Code |
| MCP Mark Verified | 81.1% | Coming soon | Coming soon |
| skillsBench | Coming soon | 44.8% | Coming soon |
| BFCL v4 | Coming soon | 73.0% | Coming soon |
| WideResearch | Coming soon | 73.6% | Coming soon |
| BrowseComp | Coming soon | 72.2% | Coming soon |
| DRACO | Coming soon | 70.4% | Coming soon |
| Terminal-Bench 2.1 (Vals) | Coming soon | 50.2% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Kimi K2.7 Code public-lane score: 51.7 (Estimated · #61/183)
- Ling 3.0 Flash public-lane score: 42.8 (Estimated · #126/183)

| Benchmark | Kimi K2.7 Code | Ling 3.0 Flash | Winner |
|-----------|-----------|-----------|--------|
| Kimi Code Bench v2 | 62.0% | Coming soon | Coming soon |
| ProgramBench | 53.6% | Coming soon | Coming soon |
| MLS-Bench Lite | 35.1% | Coming soon | Coming soon |
| cursorBench32 | 49.7% | Coming soon | Coming soon |
| OpenHarmony Bench | 52.1% | Coming soon | Coming soon |
| SWE-bench Pro | Coming soon | 56.6% | Coming soon |
| SWE Multilingual | Coming soon | 72.4% | Coming soon |
| LiveCodeBench v5 | Coming soon | 82.8% | Coming soon |
| SciCode | Coming soon | 41.2% | Coming soon |
| LiveCodeBench (Vals) | Coming soon | 84.0% | Coming soon |
| SWE-bench (Vals) | Coming soon | 65.2% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Kimi K2.7 Code public-lane score: 74.9 (Unranked · 2 rankable rows)
- Ling 3.0 Flash public-lane score: 69.2 (Unranked · 2 rankable rows)

### Knowledge

- Winner: Insufficient shared evidence
- Kimi K2.7 Code public-lane score: 61.8 (Estimated · #32/181)
- Ling 3.0 Flash public-lane score: 45.9 (Supported · #112/181)

| Benchmark | Kimi K2.7 Code | Ling 3.0 Flash | Winner |
|-----------|-----------|-----------|--------|
| GPQA | Coming soon | 85.0% | Coming soon |
| GPQA-D | Coming soon | 85.0% | Coming soon |
| HLE | Coming soon | 22.7% | Coming soon |
| GPQA Diamond (Vals) | Coming soon | 84.8% | Coming soon |
| MMLU-Pro (Vals) | Coming soon | 82.0% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Kimi K2.7 Code public-lane score: 76.3 (#56/120)
- Ling 3.0 Flash public-lane score: 75.6 (#58/120)

| Benchmark | Kimi K2.7 Code | Ling 3.0 Flash | Winner |
|-----------|-----------|-----------|--------|
| IFBench | Coming soon | 74.5% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Kimi K2.7 Code public-lane score: Coming soon
- Ling 3.0 Flash public-lane score: 73.7 (Unranked · 3 rankable rows)

| Benchmark | Kimi K2.7 Code | Ling 3.0 Flash | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | Coming soon | 93.2% | Coming soon |
| HMMT Feb 2026 | Coming soon | 87.0% | Coming soon |
| IMOAnswerBench | Coming soon | 83.7% | Coming soon |

## FAQ

### Is there enough evidence to pick between Kimi K2.7 Code and Ling 3.0 Flash?

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 K2.7 Code vs Ling 3.0 Flash FP8](/compare/kimi-k2-7-code-vs-ling-3-0-flash-fp8)
- [Ling 3.0 Flash vs Ling 3.0 Flash FP8](/compare/ling-3-0-flash-vs-ling-3-0-flash-fp8)
- [Kimi K2.7 Code vs Ling 3.0 Flash Fin](/compare/kimi-k2-7-code-vs-ling-3-0-flash-fin)
- [Ling 3.0 Flash vs Ling 3.0 Flash Fin](/compare/ling-3-0-flash-vs-ling-3-0-flash-fin)

## Explore More

- [Kimi K2.7 Code profile](/models/kimi-k2-7-code)
- [Ling 3.0 Flash profile](/models/ling-3-0-flash)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)