Model comparison
GLM-4.5-Air vs Hy3 Preview
Head-to-head evidence from 9 shared benchmark results across 3 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
BenchAlign evidence: GLM-4.5-Air supported; Hy3 Preview not scored. Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. GLM-4.5-Air and Hy3 Preview share 9 comparable benchmark results. 0 of 8 categories are comparable. 4 results are unique to GLM-4.5-Air; 13 to Hy3 Preview.
Updated July 16, 2026- Shared results
- 9
- GLM-4.5-Air only
- 4
- Hy3 Preview only
- 13
- Comparable categories
- 0 / 8
Benchmark data for GLM-4.5-Air and Hy3 Preview is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 9 shared benchmark results across 3 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 has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.
GLM-4.5-Air is priced at $0.20 input / $1.10 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Hy3 Preview. Hy3 Preview has the larger context window at 256K, compared with 128K for GLM-4.5-Air.
Category breakdown
Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.
| Category | GLM-4.5-Air | Δ | Hy3 Preview |
|---|---|---|---|
| Agentic | GLM-4.5-AirNot measured | MarginNo overlap | Hy3 Preview54.4 |
| Coding | GLM-4.5-AirNot measured | MarginNo overlap | Hy3 Preview57.8 |
| Knowledge | GLM-4.5-AirNot measured | MarginNo overlap | Hy3 Preview33.8 |
| Inst. Following | GLM-4.5-AirNot measured | MarginNo overlap | Hy3 Preview63.1 |
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | GLM-4.5-Air | Hy3 Preview | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | GLM-4.5-Air$0.2 input / $1.1 output | Hy3 Preview$0 input / $0 output | Hy3 Preview has the lower combined listed price. |
| Generation speedtokens per second | GLM-4.5-Air106 tok/s | Hy3 PreviewNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | GLM-4.5-Air1.18 s | Hy3 PreviewNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | GLM-4.5-Air128K | Hy3 Preview256K | Hy3 Preview lists the larger context window. |
Benchmark Deep Dive
Agentic6 benchmarks
Coding6 benchmarks
Reasoning2 benchmarks
Knowledge9 benchmarks
| Benchmark | GLM-4.5-Air | Hy3 Preview | Result |
|---|---|---|---|
| Artificial Analysis Intelligence IndexSource | 16.5% | 41.2% | Hy3 Preview leads |
| AA-GPQA DiamondSource | 73.3% | 89.7% | Hy3 Preview leads |
| AA-HLESource | 6.8% | 31.6% | Hy3 Preview leads |
| AA-Omniscience IndexSource | -62.5% | -18.5% | Hy3 Preview leads |
| AA-Omniscience AccuracySource | 15.5% | 31.5% | Hy3 Preview leads |
| AA-Omniscience Hallucination RateSource | 92.3% | 73.0% | Hy3 Preview leads |
| GPQASource | — | 87.2% | Not comparable |
| GPQA-DSource | — | 87.2% | Not comparable |
| HLESource | — | 25.5% | Not comparable |
Multimodal1 benchmarks
| Benchmark | GLM-4.5-Air | Hy3 Preview | Result |
|---|---|---|---|
| Design Arena WebsiteSource | 1181 | — | Not comparable |
Frequently Asked Questions (3)
Can I compare GLM-4.5-Air and Hy3 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 GLM-4.5-Air and Hy3 Preview today?
GLM-4.5-Air: $0.20 input / $1.10 output per 1M tokens Hy3 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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