# Celeris-1 vs Claude Opus 4.6

> Side-by-side benchmark comparison for Celeris-1 and Claude Opus 4.6 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/celeris-1-vs-claude-opus-4-6
- 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: Celeris-1 and Claude Opus 4.6 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.
- Celeris-1 has the lower published output-token price.
- Claude Opus 4.6 has the larger published context window at 1M.

## Model Snapshot

| Property | Celeris-1 | Claude Opus 4.6 |
|----------|----------|----------|
| Creator | Celeris | Anthropic |
| Type | Proprietary | Proprietary |
| Reasoning | Non-Reasoning | Non-Reasoning |
| Context | 128K | 1M |
| Independent public score (not head-to-head) | null | 69.84 |
| Benchmarks Covered | 4 | 33 |
| Pricing (input/output) | $0.20 / $0.70 | $5.00 / $25.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: Coming soon
- Claude Opus 4.6 public-lane score: 54.6 (Supported · #39/151)

| Benchmark | Celeris-1 | Claude Opus 4.6 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | Coming soon | 65.4% | Coming soon |
| BrowseComp | Coming soon | 83.7% | Coming soon |
| OSWorld-Verified | Coming soon | 72.7% | Coming soon |
| Claw-Eval | Coming soon | 70.4% | Coming soon |
| DeepSearchQA | Coming soon | 73.7% | Coming soon |
| CyberGym | Coming soon | 66.6% | Coming soon |
| Gert Labs | Coming soon | 61.85% | Coming soon |
| ResearchClawBench | Coming soon | 19.9% | Coming soon |
| JobBench | Coming soon | 36.7% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: Coming soon
- Claude Opus 4.6 public-lane score: 56.5 (Supported · #40/183)

| Benchmark | Celeris-1 | Claude Opus 4.6 | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | Coming soon | 80.8% | Coming soon |
| SWE-bench Verified* | Coming soon | 75.6% | Coming soon |
| LiveCodeBench Pro | Coming soon | 70.7% | Coming soon |
| SWE-bench Pro | Coming soon | 53.4% | Coming soon |
| SWE-Rebench | Coming soon | 65.3% | Coming soon |
| React Native Evals | Coming soon | 84.1% | Coming soon |
| Vibe Code Bench | Coming soon | 57.57% | Coming soon |
| FrontierCode 1.1 Main | Coming soon | 26.9% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: Coming soon
- Claude Opus 4.6 public-lane score: 59.5 (#28/48)

| Benchmark | Celeris-1 | Claude Opus 4.6 | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | Coming soon | 77.3% | Coming soon |
| ERQA | Coming soon | 51.6% | Coming soon |
| ScreenSpot Pro | Coming soon | 83.1% | Coming soon |
| MedXpertQA (MM) | Coming soon | 64.8% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: 47.8 (Unranked · 3 rankable rows)
- Claude Opus 4.6 public-lane score: 65.8 (Unranked · 2 rankable rows)

| Benchmark | Celeris-1 | Claude Opus 4.6 | Winner |
|-----------|-----------|-----------|--------|
| DROP | 81.4% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: Coming soon
- Claude Opus 4.6 public-lane score: 61.8 (Estimated · #33/181)

| Benchmark | Celeris-1 | Claude Opus 4.6 | Winner |
|-----------|-----------|-----------|--------|
| MMLU-Pro | 75.9% | 82% | Claude Opus 4.6 |
| GPQA | Coming soon | 91.3% | Coming soon |
| GPQA-D | Coming soon | 89.2% | Coming soon |
| SuperGPQA | Coming soon | 95% | Coming soon |
| MMLU-Pro (Arcee) | Coming soon | 89.1% | Coming soon |
| HLE | Coming soon | 53% | Coming soon |
| HLE w/o tools | Coming soon | 40% | Coming soon |
| HealthBench Hard | Coming soon | 14.8% | Coming soon |
| MedXpertQA (Text) | Coming soon | 52.1% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: Coming soon
- Claude Opus 4.6 public-lane score: 52.3 (#76/120)

| Benchmark | Celeris-1 | Claude Opus 4.6 | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 80.8% | Coming soon | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: Coming soon
- Claude Opus 4.6 public-lane score: 58.6 (Unranked · 3 rankable rows)

| Benchmark | Celeris-1 | Claude Opus 4.6 | Winner |
|-----------|-----------|-----------|--------|
| GSM8K | 93.7% | Coming soon | Coming soon |
| AIME25 (Arcee) | Coming soon | 99.8% | Coming soon |
| FrontierMath v2 (Tiers 1-3) | Coming soon | 40.700% | Coming soon |
| FrontierMath v2 (Tier 4) | Coming soon | 22.900% | Coming soon |

## FAQ

### Is there enough evidence to pick between Celeris-1 and Claude Opus 4.6?

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

- [Celeris-1 vs Claude Opus 4.6 (Adaptive)](/compare/celeris-1-vs-claude-opus-4-6-thinking)
- [Claude Opus 4.6 vs Claude Opus 4.6 (Adaptive)](/compare/claude-opus-4-6-vs-claude-opus-4-6-thinking)
- [Celeris-1 vs Claude Fable 5.1](/compare/celeris-1-vs-claude-fable-5-1)
- [Claude Opus 4.6 vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-claude-opus-4-6)

## Explore More

- [Celeris-1 profile](/models/celeris-1)
- [Claude Opus 4.6 profile](/models/claude-opus-4-6)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)