# Celeris-1 Decision vs GPT-6 Luna

> Side-by-side benchmark comparison for Celeris-1 Decision and GPT-6 Luna across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/celeris-1-decision-vs-gpt-6-luna
- Last updated: October 9, 2026

- Shared sourced benchmarks: 0
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for Celeris-1 Decision and GPT-6 Luna.

## Summary

- Celeris-1 Decision and GPT-6 Luna 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 Decision | GPT-6 Luna |
|----------|----------|----------|
| Creator | Celeris | OpenAI |
| Type | Proprietary | Proprietary |
| Reasoning | Unspecified | Reasoning |
| Context | null | 1.05M |
| Independent public score (not head-to-head) | null | 65.55 |
| Benchmarks Covered | 0 | 11 |
| Pricing (input/output) | $0.04 / $0.00 | $0.10 / $0.50 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Celeris-1 Decision public-lane score: Coming soon
- GPT-6 Luna public-lane score: 55 (Estimated · #38/122)

| Benchmark | Celeris-1 Decision | GPT-6 Luna | Winner |
|-----------|-----------|-----------|--------|
| ExploitGym | Coming soon | 11.6% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Celeris-1 Decision public-lane score: Coming soon
- GPT-6 Luna public-lane score: 53.6 (Supported · #36/146)

| Benchmark | Celeris-1 Decision | GPT-6 Luna | Winner |
|-----------|-----------|-----------|--------|
| DeepSWE | Coming soon | 66.6% | Coming soon |
| Bug Hunt Bench | Coming soon | 18.3 fixes | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Celeris-1 Decision public-lane score: Coming soon
- GPT-6 Luna public-lane score: 55.9 (#25/28)

| Benchmark | Celeris-1 Decision | GPT-6 Luna | Winner |
|-----------|-----------|-----------|--------|
| ARC-AGI-1 | Coming soon | 86.70% | Coming soon |
| ARC-AGI-2 | Coming soon | 59.3% | Coming soon |
| ARC-AGI-3 | Coming soon | 0.1% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Celeris-1 Decision public-lane score: Coming soon
- GPT-6 Luna public-lane score: 78.5 (Unranked · 1 rankable row)

### Knowledge

- Winner: Insufficient shared evidence
- Celeris-1 Decision public-lane score: Coming soon
- GPT-6 Luna public-lane score: 64.3 (Supported · #28/174)

| Benchmark | Celeris-1 Decision | GPT-6 Luna | Winner |
|-----------|-----------|-----------|--------|
| HealthBench (raw) | Coming soon | 50.0% | Coming soon |
| HealthBench (length-adjusted) | Coming soon | 54.5% | Coming soon |
| HealthBench Professional | Coming soon | 60.8% | Coming soon |
| HealthBench Professional (raw) | Coming soon | 61.2% | Coming soon |
| HealthBench Hard | Coming soon | 31.4% | Coming soon |

## FAQ

### Can I compare Celeris-1 Decision and GPT-6 Luna 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 Decision vs GPT-6 Astra](/compare/celeris-1-decision-vs-gpt-6-astra)
- [GPT-6 Luna vs GPT-6 Astra](/compare/gpt-6-astra-vs-gpt-6-luna)
- [Celeris-1 Decision vs GPT-6.1 Sol](/compare/celeris-1-decision-vs-gpt-6-1-sol)
- [GPT-6 Luna vs GPT-6.1 Sol](/compare/gpt-6-1-sol-vs-gpt-6-luna)

## Explore More

- [Celeris-1 Decision profile](/models/celeris-1-decision)
- [GPT-6 Luna profile](/models/gpt-6-luna)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)