# Celeris-1 vs Kimi K2.7 Code

> Side-by-side benchmark comparison for Celeris-1 and Kimi K2.7 Code across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/celeris-1-vs-kimi-k2-7-code
- Last updated: September 4, 2026

- Shared sourced benchmarks: 0
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for Celeris-1 and Kimi K2.7 Code.

## Summary

- Celeris-1 and Kimi K2.7 Code do not currently share a sourced benchmark row. The mirror therefore compares metadata, pricing, context windows, and each model's separately reported coverage without naming a benchmark winner.

## Model Snapshot

| Property | Celeris-1 | Kimi K2.7 Code |
|----------|----------|----------|
| Creator | Celeris | Moonshot AI |
| Type | Proprietary | Open Weight |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 128K | 256K |
| Independent public score (not head-to-head) | null | 65.4 |
| Benchmarks Covered | 4 | 8 |
| Pricing (input/output) | $0.20 / $0.70 | $0.95 / $4.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: Coming soon
- Kimi K2.7 Code public-lane score: 46.2 (Estimated · #86/151)

| Benchmark | Celeris-1 | Kimi K2.7 Code | Winner |
|-----------|-----------|-----------|--------|
| Kimi Claw 24/7 | Coming soon | 46.9% | Coming soon |
| MCP Atlas | Coming soon | 76% | Coming soon |
| MCP Mark Verified | Coming soon | 81.1% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: Coming soon
- Kimi K2.7 Code public-lane score: 51.7 (Estimated · #61/183)

| Benchmark | Celeris-1 | Kimi K2.7 Code | Winner |
|-----------|-----------|-----------|--------|
| Kimi Code Bench v2 | Coming soon | 62.0% | Coming soon |
| ProgramBench | Coming soon | 53.6% | Coming soon |
| MLS-Bench Lite | Coming soon | 35.1% | Coming soon |
| cursorBench32 | Coming soon | 49.7% | Coming soon |
| OpenHarmony Bench | Coming soon | 52.1% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: 47.8 (Unranked · 3 rankable rows)
- Kimi K2.7 Code public-lane score: 74.9 (Unranked · 2 rankable rows)

| Benchmark | Celeris-1 | Kimi K2.7 Code | Winner |
|-----------|-----------|-----------|--------|
| DROP | 81.4% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: Coming soon
- Kimi K2.7 Code public-lane score: 61.8 (Estimated · #32/181)

| Benchmark | Celeris-1 | Kimi K2.7 Code | Winner |
|-----------|-----------|-----------|--------|
| MMLU-Pro | 75.9% | Coming soon | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: Coming soon
- Kimi K2.7 Code public-lane score: 76.3 (#56/120)

| Benchmark | Celeris-1 | Kimi K2.7 Code | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 80.8% | Coming soon | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: Coming soon
- Kimi K2.7 Code public-lane score: Coming soon

| Benchmark | Celeris-1 | Kimi K2.7 Code | Winner |
|-----------|-----------|-----------|--------|
| GSM8K | 93.7% | Coming soon | Coming soon |

## FAQ

### Can I compare Celeris-1 and Kimi K2.7 Code on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but sourced benchmark coverage is still incomplete for a fair score-level comparison.

### Why does this page show "coming soon" values?

BenchLM only calls winners when public benchmark coverage is available on both sides of the comparison.

## Related Comparisons

- [Celeris-1 vs Claude Fable 5.1](/compare/celeris-1-vs-claude-fable-5-1)
- [Kimi K2.7 Code vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-kimi-k2-7-code)
- [Celeris-1 vs GPT-6 Astra](/compare/celeris-1-vs-gpt-6-astra)
- [Kimi K2.7 Code vs GPT-6 Astra](/compare/gpt-6-astra-vs-kimi-k2-7-code)

## Explore More

- [Celeris-1 profile](/models/celeris-1)
- [Kimi K2.7 Code profile](/models/kimi-k2-7-code)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)