Model comparison
LongCat-2.0 vs ZAYA1-74B-Preview
Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Evidence parity. LongCat-2.0 and ZAYA1-74B-Preview share 0 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to LongCat-2.0; 7 to ZAYA1-74B-Preview.
Updated July 18, 2026- Shared results
- 0
- LongCat-2.0 only
- 0
- ZAYA1-74B-Preview only
- 7
- Comparable categories
- 0 / 8
Benchmark data for LongCat-2.0 and ZAYA1-74B-Preview is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
BenchLM does not have sourced benchmark coverage for LongCat-2.0 yet. This comparison is currently limited to metadata such as context window, reasoning mode, and pricing where available.
LongCat-2.0 has the larger context window at 1M, compared with 256K for ZAYA1-74B-Preview.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | LongCat-2.0 | ZAYA1-74B-Preview | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | LongCat-2.0$0 input / $0 output | ZAYA1-74B-Preview$0 input / $0 output | Listed prices are equal. |
| Generation speedtokens per second | LongCat-2.0Not available | ZAYA1-74B-PreviewNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | LongCat-2.0Not available | ZAYA1-74B-PreviewNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | LongCat-2.01M | ZAYA1-74B-Preview256K | LongCat-2.0 lists the larger context window. |
Benchmark Deep Dive
Frequently Asked Questions (3)
Can I compare LongCat-2.0 and ZAYA1-74B-Preview on BenchLM yet?
Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.
Why does this comparison show “coming soon”?
BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.
What data is available for LongCat-2.0 and ZAYA1-74B-Preview today?
LongCat-2.0: $0.00 input / $0.00 output per 1M tokens ZAYA1-74B-Preview: $0.00 input / $0.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.
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