# Ornith-1.0-397B vs ZAYA1-74B-Preview

> Side-by-side benchmark comparison for Ornith-1.0-397B and ZAYA1-74B-Preview across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ornith-1-0-397b-vs-zaya1-74b-preview
- Last updated: September 27, 2026

- Shared sourced benchmarks: 1
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.7

## Quick Verdict

Evidence is too thin for a benchmark verdict: Ornith-1.0-397B and ZAYA1-74B-Preview 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.

## Model Snapshot

| Property | Ornith-1.0-397B | ZAYA1-74B-Preview |
|----------|----------|----------|
| Creator | DeepReinforce AI | Zyphra |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 256K | 256K |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 7 | 7 |
| Pricing (input/output) | $0.00 / $0.00 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Ornith-1.0-397B public-lane score: Coming soon
- ZAYA1-74B-Preview public-lane score: Coming soon

| Benchmark | Ornith-1.0-397B | ZAYA1-74B-Preview | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 77.5% | Coming soon | Coming soon |
| Claw-Eval | 77.1% | Coming soon | Coming soon |
| τ²-bench Airline | Coming soon | 56.1% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Ornith-1.0-397B public-lane score: Coming soon
- ZAYA1-74B-Preview public-lane score: Coming soon

| Benchmark | Ornith-1.0-397B | ZAYA1-74B-Preview | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 82.4% | 53.2% | Ornith-1.0-397B |
| SWE-bench Pro | 62.2% | Coming soon | Coming soon |
| SWE Multilingual | 78.9% | Coming soon | Coming soon |
| NL2Repo | 48.2% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | 77.5% | Coming soon | Coming soon |
| LiveCodeBench v6 | Coming soon | 65.7% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Ornith-1.0-397B public-lane score: Coming soon
- ZAYA1-74B-Preview public-lane score: Coming soon

| Benchmark | Ornith-1.0-397B | ZAYA1-74B-Preview | Winner |
|-----------|-----------|-----------|--------|
| MMLU-Pro | Coming soon | 68.1% | Coming soon |
| GPQA | Coming soon | 57.3% | Coming soon |
| GPQA-D | Coming soon | 57.3% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Ornith-1.0-397B public-lane score: Coming soon
- ZAYA1-74B-Preview public-lane score: 51.6 (Unranked · 1 rankable row)

| Benchmark | Ornith-1.0-397B | ZAYA1-74B-Preview | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | Coming soon | 76.4% | Coming soon |

## FAQ

### Is there enough evidence to pick between Ornith-1.0-397B and ZAYA1-74B-Preview?

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

- [Ornith-1.0-397B vs Ornith-1.0-35B](/compare/ornith-1-0-35b-vs-ornith-1-0-397b)
- [ZAYA1-74B-Preview vs Ornith-1.0-35B](/compare/ornith-1-0-35b-vs-zaya1-74b-preview)
- [Ornith-1.0-397B vs Ornith-1.0-9B](/compare/ornith-1-0-397b-vs-ornith-1-0-9b)
- [ZAYA1-74B-Preview vs Ornith-1.0-9B](/compare/ornith-1-0-9b-vs-zaya1-74b-preview)

## Explore More

- [Ornith-1.0-397B profile](/models/ornith-1-0-397b)
- [ZAYA1-74B-Preview profile](/models/zaya1-74b-preview)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)