# GPT-4.1 vs OrcaCyber-Nano-1.0

> Side-by-side benchmark comparison for GPT-4.1 and OrcaCyber-Nano-1.0 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/gpt-4-1-vs-orcacyber-nano-1-0
- Last updated: October 23, 2026

- Shared sourced benchmarks: 1
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: GPT-4.1 and OrcaCyber-Nano-1.0 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.
- OrcaCyber-Nano-1.0 has the lower published output-token price.
- GPT-4.1 has the larger published context window at 1M.

## Model Snapshot

| Property | GPT-4.1 | OrcaCyber-Nano-1.0 |
|----------|----------|----------|
| Creator | OpenAI | OrcaRouter |
| Type | Proprietary | Open Weight |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 1M | 262K |
| Independent public score (not head-to-head) | 37.49 | null |
| Benchmarks Covered | 7 | 7 |
| Pricing (input/output) | $2.00 / $8.00 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- GPT-4.1 public-lane score: Coming soon
- OrcaCyber-Nano-1.0 public-lane score: Coming soon

| Benchmark | GPT-4.1 | OrcaCyber-Nano-1.0 | Winner |
|-----------|-----------|-----------|--------|
| Gert Labs | 25.65% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 72.5% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- GPT-4.1 public-lane score: Coming soon
- OrcaCyber-Nano-1.0 public-lane score: Coming soon

| Benchmark | GPT-4.1 | OrcaCyber-Nano-1.0 | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 54.6% | Coming soon | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- GPT-4.1 public-lane score: 71.9 (Unranked · 2 rankable rows)
- OrcaCyber-Nano-1.0 public-lane score: Coming soon

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- GPT-4.1 public-lane score: 55.6 (Unranked · 1 rankable row)
- OrcaCyber-Nano-1.0 public-lane score: Coming soon

### Knowledge

- Winner: Insufficient shared evidence
- GPT-4.1 public-lane score: 35 (Supported · #135/187)
- OrcaCyber-Nano-1.0 public-lane score: Coming soon

| Benchmark | GPT-4.1 | OrcaCyber-Nano-1.0 | Winner |
|-----------|-----------|-----------|--------|
| MMLU | 90.2% | Coming soon | Coming soon |
| GPQA | 66.3% | Coming soon | Coming soon |
| GPQA-D | Coming soon | 88.3% | Coming soon |

### Multilingual

- Winner: Insufficient shared evidence
- GPT-4.1 public-lane score: 61.5 (#14/17)
- OrcaCyber-Nano-1.0 public-lane score: Coming soon

| Benchmark | GPT-4.1 | OrcaCyber-Nano-1.0 | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | 72.7% | Coming soon | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- GPT-4.1 public-lane score: 50.3 (#95/152)
- OrcaCyber-Nano-1.0 public-lane score: 32.4 (#134/152)

| Benchmark | GPT-4.1 | OrcaCyber-Nano-1.0 | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 87.4% | 82.8% | GPT-4.1 |
| IFBench | Coming soon | 56.3% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- GPT-4.1 public-lane score: 27 (Unranked · 1 rankable row)
- OrcaCyber-Nano-1.0 public-lane score: Coming soon

| Benchmark | GPT-4.1 | OrcaCyber-Nano-1.0 | Winner |
|-----------|-----------|-----------|--------|
| FrontierMath v2 (Tiers 1-3) | 5.965% | Coming soon | Coming soon |
| AIME 2025 | Coming soon | 96.2% | Coming soon |
| MATH-500 | Coming soon | 98.6% | Coming soon |
| GSM8K | Coming soon | 97.5% | Coming soon |

## FAQ

### Is there enough evidence to pick between GPT-4.1 and OrcaCyber-Nano-1.0?

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

- [GPT-4.1 vs GPT-4.1 mini](/compare/gpt-4-1-vs-gpt-4-1-mini)
- [OrcaCyber-Nano-1.0 vs GPT-4.1 mini](/compare/gpt-4-1-mini-vs-orcacyber-nano-1-0)
- [GPT-4.1 vs GPT-4.1 nano](/compare/gpt-4-1-vs-gpt-4-1-nano)
- [OrcaCyber-Nano-1.0 vs GPT-4.1 nano](/compare/gpt-4-1-nano-vs-orcacyber-nano-1-0)

## Explore More

- [GPT-4.1 profile](/models/gpt-4-1)
- [OrcaCyber-Nano-1.0 profile](/models/orcacyber-nano-1-0)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)