Model comparison
Gemini 3.5 Flash-Lite 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. Gemini 3.5 Flash-Lite and ZAYA1-74B-Preview share 0 comparable benchmark results. 1 of 8 categories are comparable. 21 results are unique to Gemini 3.5 Flash-Lite; 7 to ZAYA1-74B-Preview.
Updated July 21, 2026- Shared results
- 0
- Gemini 3.5 Flash-Lite only
- 21
- ZAYA1-74B-Preview only
- 7
- Comparable categories
- 1 / 8
Treat this as a split decision. Gemini 3.5 Flash-Lite makes more sense if coding is the priority or you need the larger 1M context window; ZAYA1-74B-Preview is the better fit if you want the cheaper token bill.
Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 evidence categories; 1 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
Gemini 3.5 Flash-Lite and ZAYA1-74B-Preview finish on the same BenchAlign overall score, so this is less about a single winner and more about where the edge shows up. The BenchAlign headline says tie; the benchmark table is where the real choice happens.
Gemini 3.5 Flash-Lite is also the more expensive model on tokens at $0.30 input / $2.50 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for ZAYA1-74B-Preview. That is roughly Infinityx on output cost alone. Gemini 3.5 Flash-Lite gives you 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 | Gemini 3.5 Flash-Lite | ZAYA1-74B-Preview | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Gemini 3.5 Flash-Lite$0.3 input / $2.5 output | ZAYA1-74B-Preview$0 input / $0 output | ZAYA1-74B-Preview has the lower combined listed price. |
| Generation speedtokens per second | Gemini 3.5 Flash-LiteNot available | ZAYA1-74B-PreviewNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Gemini 3.5 Flash-LiteNot available | ZAYA1-74B-PreviewNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Gemini 3.5 Flash-Lite1M | ZAYA1-74B-Preview256K | Gemini 3.5 Flash-Lite lists the larger context window. |
Benchmark Deep Dive
Agentic8 benchmarks
| Benchmark | Gemini 3.5 Flash-Lite | ZAYA1-74B-Preview | Result |
|---|---|---|---|
| Terminal-Bench 2.0Source | 54% | — | Not comparable |
| OSWorld-VerifiedSource | 74% | — | Not comparable |
| GDPval-AASource | 1140 | — | Not comparable |
| AA Agentic IndexSource | 26.8% | — | Not comparable |
| GDPval-AASource | 32.0% | — | Not comparable |
| AA BriefcaseSource | 634 | — | Not comparable |
| AA Tau3 BankingSource | 16.5% | — | Not comparable |
| τ²-bench AirlineSource | — | 56.1% | Not comparable |
CodingGemini 3.5 Flash-Lite wins6 benchmarks
| Benchmark | Gemini 3.5 Flash-Lite | ZAYA1-74B-Preview | Result |
|---|---|---|---|
| Terminal-Bench 2.0Source | 54.0% | — | Not comparable |
| SWE-bench ProSource | 54.2% | — | Not comparable |
| AA Coding IndexSource | 49.3% | — | Not comparable |
| AA-SciCodeSource | 40.9% | — | Not comparable |
| LiveCodeBench v6Source | — | 65.7% | Not comparable |
| SWE-bench VerifiedSource | — | 53.2% | Not comparable |
Reasoning3 benchmarks
Knowledge9 benchmarks
| Benchmark | Gemini 3.5 Flash-Lite | ZAYA1-74B-Preview | Result |
|---|---|---|---|
| Artificial Analysis Intelligence IndexSource | 36.5% | — | Not comparable |
| AA-GPQA DiamondSource | 83.8% | — | Not comparable |
| AA-HLESource | 17.5% | — | Not comparable |
| AA-Omniscience IndexSource | 6.9% | — | Not comparable |
| AA-Omniscience AccuracySource | 30.3% | — | Not comparable |
| AA-Omniscience Hallucination RateSource | 33.5% | — | Not comparable |
| MMLU-ProSource | — | 68.1% | Not comparable |
| GPQASource | — | 57.3% | Not comparable |
| GPQA-DSource | — | 57.3% | Not comparable |
Math1 benchmarks
| Benchmark | Gemini 3.5 Flash-Lite | ZAYA1-74B-Preview | Result |
|---|---|---|---|
| AIME26Source | — | 76.4% | Not comparable |
Multimodal1 benchmarks
| Benchmark | Gemini 3.5 Flash-Lite | ZAYA1-74B-Preview | Result |
|---|---|---|---|
| AA-MMMU-ProSource | 79.0% | — | Not comparable |
Frequently Asked Questions (2)
Which is better, Gemini 3.5 Flash-Lite or ZAYA1-74B-Preview?
Gemini 3.5 Flash-Lite and ZAYA1-74B-Preview are tied on the BenchAlign overall score, so the right pick depends on which category matters most for your use case.
Which is better for coding, Gemini 3.5 Flash-Lite or ZAYA1-74B-Preview?
Gemini 3.5 Flash-Lite has the edge for coding in this comparison, averaging 54.2 versus 53.2. ZAYA1-74B-Preview stays close enough that the answer can still flip depending on your workload.
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