# Celeris-1 vs Qwen 3.6 Max (preview)

> Side-by-side benchmark comparison for Celeris-1 and Qwen 3.6 Max (preview) across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/celeris-1-vs-qwen3-6-max-preview
- 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 Qwen 3.6 Max (preview).

## Summary

- Celeris-1 and Qwen 3.6 Max (preview) 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 | Qwen 3.6 Max (preview) |
|----------|----------|----------|
| Creator | Celeris | Alibaba |
| Type | Proprietary | Proprietary |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 128K | 256K |
| Independent public score (not head-to-head) | null | 63.64 |
| Benchmarks Covered | 4 | 9 |
| Pricing (input/output) | $0.20 / $0.70 | N/A |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: Coming soon
- Qwen 3.6 Max (preview) public-lane score: 60.1 (Estimated · #26/151)

| Benchmark | Celeris-1 | Qwen 3.6 Max (preview) | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | Coming soon | 65.4% | Coming soon |
| QwenClawBench | Coming soon | 59.0% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: Coming soon
- Qwen 3.6 Max (preview) public-lane score: 57.8 (Estimated · #33/183)

| Benchmark | Celeris-1 | Qwen 3.6 Max (preview) | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Pro | Coming soon | 57.3% | Coming soon |
| SciCode | Coming soon | 47% | Coming soon |
| NL2Repo | Coming soon | 42.9% | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 65.4% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: 47.8 (Unranked · 3 rankable rows)
- Qwen 3.6 Max (preview) public-lane score: Coming soon

| Benchmark | Celeris-1 | Qwen 3.6 Max (preview) | Winner |
|-----------|-----------|-----------|--------|
| DROP | 81.4% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: Coming soon
- Qwen 3.6 Max (preview) public-lane score: 60.6 (Estimated · #40/181)

| Benchmark | Celeris-1 | Qwen 3.6 Max (preview) | Winner |
|-----------|-----------|-----------|--------|
| MMLU-Pro | 75.9% | Coming soon | Coming soon |
| SuperGPQA | Coming soon | 73.9% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: Coming soon
- Qwen 3.6 Max (preview) public-lane score: Coming soon

| Benchmark | Celeris-1 | Qwen 3.6 Max (preview) | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 80.8% | Coming soon | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: Coming soon
- Qwen 3.6 Max (preview) public-lane score: 41.4 (Unranked · 2 rankable rows)

| Benchmark | Celeris-1 | Qwen 3.6 Max (preview) | Winner |
|-----------|-----------|-----------|--------|
| GSM8K | 93.7% | Coming soon | Coming soon |
| FrontierMath v2 (Tiers 1-3) | Coming soon | 23.103% | Coming soon |
| FrontierMath v2 (Tier 4) | Coming soon | 4.167% | Coming soon |

## FAQ

### Can I compare Celeris-1 and Qwen 3.6 Max (preview) 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)
- [Qwen 3.6 Max (preview) vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-qwen3-6-max-preview)
- [Celeris-1 vs GPT-6 Astra](/compare/celeris-1-vs-gpt-6-astra)
- [Qwen 3.6 Max (preview) vs GPT-6 Astra](/compare/gpt-6-astra-vs-qwen3-6-max-preview)

## Explore More

- [Celeris-1 profile](/models/celeris-1)
- [Qwen 3.6 Max (preview) profile](/models/qwen3-6-max-preview)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)