# Ember-1 vs ZAYA1-74B-Preview

> Side-by-side benchmark comparison for Ember-1 and ZAYA1-74B-Preview across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ember-1-vs-zaya1-74b-preview
- Last updated: September 28, 2026

- Shared sourced benchmarks: 2
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.7

## Quick Verdict

Evidence is too thin for a benchmark verdict: Ember-1 and ZAYA1-74B-Preview share only 2 sourced benchmark rows.

## Summary

- Only 2 shared sourced benchmark rows are available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- ZAYA1-74B-Preview has the lower published output-token price.
- Ember-1 has the larger published context window at 1.04M.

## Model Snapshot

| Property | Ember-1 | ZAYA1-74B-Preview |
|----------|----------|----------|
| Creator | Fireworks | Zyphra |
| Type | Proprietary | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 1.04M | 256K |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 5 | 7 |
| Pricing (input/output) | $3.00 / $15.00 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Ember-1 public-lane score: Coming soon
- ZAYA1-74B-Preview public-lane score: Coming soon

| Benchmark | Ember-1 | ZAYA1-74B-Preview | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 82.0% | Coming soon | Coming soon |
| τ²-bench Airline | 66.0% | 56.1% | Ember-1 |

### Coding

- Winner: Insufficient shared evidence
- Ember-1 public-lane score: Coming soon
- ZAYA1-74B-Preview public-lane score: Coming soon

| Benchmark | Ember-1 | ZAYA1-74B-Preview | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 82.0% | Coming soon | Coming soon |
| SWE-bench Verified | 92.2% | 53.2% | Ember-1 |
| DeepSWE | 75.2% | Coming soon | Coming soon |
| LiveCodeBench v6 | Coming soon | 65.7% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Ember-1 public-lane score: Coming soon
- ZAYA1-74B-Preview public-lane score: Coming soon

| Benchmark | Ember-1 | 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
- Ember-1 public-lane score: Coming soon
- ZAYA1-74B-Preview public-lane score: 51.6 (Unranked · 1 rankable row)

| Benchmark | Ember-1 | ZAYA1-74B-Preview | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | Coming soon | 76.4% | Coming soon |

## FAQ

### Is there enough evidence to pick between Ember-1 and ZAYA1-74B-Preview?

Not yet. The models share only 2 sourced benchmark rows, 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

- [Ember-1 vs ZAYA1-8B](/compare/ember-1-vs-zaya1-8b)
- [ZAYA1-74B-Preview vs ZAYA1-8B](/compare/zaya1-74b-preview-vs-zaya1-8b)
- [Ember-1 vs ZAYA1-VL-8B](/compare/ember-1-vs-zaya1-vl-8b)
- [ZAYA1-74B-Preview vs ZAYA1-VL-8B](/compare/zaya1-74b-preview-vs-zaya1-vl-8b)

## Explore More

- [Ember-1 profile](/models/ember-1)
- [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)