Hy4 preview vs GLM 5.2

At a Glance

Compare
Intelligence, Cost, and Efficiency
IntelligenceHigher is better · MM Intelligence v2.5UnrankedNot in the 46-model eligible cohort#23 of 4661.9 score · 2/3 sources · provisional · missing ARC-AGI-2 · full-core range 41.3–74.6
CostLower is better · Published-token output estimateUnrankedNot in the 44-model eligible cohort#12 of 44$0.056 per LiveBench case
EfficiencyHigher is better · MM Efficiency v1.5UnrankedNot in the 38-model eligible cohort#7 of 3861.3 score · 2/3 sources · provisional · missing ARC-AGI-2 · full-core range 51.0–67.6
Pricing and Limits
Input priceFrom · USD / 1M tokens$0.834Openrouter · Sep 22, 2026$0.75Deepinfra · Sep 21, 2026
Output priceFrom · USD / 1M tokens$2.501Openrouter · Sep 22, 2026$2.40Deepinfra · Sep 21, 2026
Context windowMaximum documented tokens1,000K1,049K
Model facts checkedSep 2, 2026View model evidence →Aug 28, 2026View model evidence →

Token prices are the lowest available sourced USD rates; input and output may use different providers. Cost ranking estimates output spend on LiveBench, not a full request bill. Ranking methodology →

Available Benchmarks

All benchmark results →
BenchmarkHy4 previewGLM-5.2
LMArena Agent Arenaagent-2026-09-15-d25aabda0010 · outcome_score · statistical tie5.01100% of row best · score · Hy4 preview; 95% CI [3.98979428, 6.02540735]; sessions 38074; observations 2777850; rank 114.3799% of row best · score · GLM 5.2 (Max); 95% CI [3.67608698, 5.05982987]; sessions 76766; observations 4943866; rank 14
Overall ResultCounted from the protocol-matched rows above · 1 tie0 benchmark winsNo overall winner0 benchmark winsNo overall winner

Third-party benchmark Only like-for-like primary-publisher results are shown; raw scores, relative scores, configuration, and token spend remain visible.

Side-by-Side Facts

FieldHy4 previewGLM-5.2
DeveloperTencentZ.ai
FamilyHy4Glm 5 2
ModelHy4 previewGLM-5.2
VersionHy4 previewGLM-5.2
Lifecyclepreviewactive
Released2026-08-28Unknown
Knowledge cutoffUnknownUnknown
Input modalitiesTextText
Output modalitiesTextText
Context window1,000K1,049K
Total parameters770B753.3B
Active parameters49BUnknown
Licenseapache-2.0mit
Open weightsYesYes
API availableYesYes
Self-hostableYesYes
Provider accessOpenrouter (Standard)Deepinfra (Standard), Fireworks Ai (Standard), Hugging Face (Standard), Openrouter (Standard), Together Ai (Standard)
Capabilitieschat, generation, reasoning, toolschat, generation, reasoning, tools

Hy4 preview Capabilities

chatgenerationreasoningtools
Serving providers1
Canonical IDtencent/Hy4-preview

GLM 5.2 Capabilities

chatgenerationreasoningtools
Serving providers5
Canonical IDzai-org/GLM-5.2

Primary Evidence

Sources and Freshness

Questions

Hy4 preview vs GLM 5.2 FAQs

Is Hy4 preview or GLM 5.2 better for coding?+

This comparison does not currently contain a protocol-matched coding benchmark for both Hy4 preview and GLM 5.2, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.

Which is cheaper, Hy4 preview or GLM 5.2?+

Hy4 preview is $0.834 and GLM 5.2 is $0.75 per million tokens, so GLM 5.2 is cheaper on this metric. Hy4 preview is $2.501 and GLM 5.2 is $2.40 per million tokens, so GLM 5.2 is cheaper on this metric.

Which has a larger context window, Hy4 preview or GLM 5.2?+

GLM 5.2 has the larger sourced context window. Hy4 preview supports 1,000K and GLM 5.2 supports 1,049K.

Which performs better in benchmarks, Hy4 preview or GLM 5.2?+

There is no overall benchmark winner: At least two independently verified, protocol-matched benchmarks are required for an overall winner.

Can Hy4 preview or GLM 5.2 be self-hosted?+

Both models have the same recorded self-hosting status: supported. Hy4 preview is open weight; GLM 5.2 is open weight.

Can Hy4 preview and GLM 5.2 understand images?+

Hy4 preview is not documented with image input; GLM 5.2 is not documented with image input. This reflects supported input modalities, not vision quality.

Which can generate longer answers, Hy4 preview or GLM 5.2?+

Neither has a larger sourced maximum output. Hy4 preview is — and GLM 5.2 is —.

Do Hy4 preview and GLM 5.2 support reasoning and tool use?+

Hy4 preview: reasoning and tool calling. GLM 5.2: reasoning and tool calling. Feature support does not establish relative quality.

Which is available from more inference providers, Hy4 preview or GLM 5.2?+

Hy4 preview has 1 sourced provider route; GLM 5.2 has 5, so GLM 5.2 has broader tracked availability.

Which offers better value, Hy4 preview or GLM 5.2?+

There is no universal value winner. Compare the input and output prices above with the matched benchmark result for your workload: cheaper tokens can be offset by different quality, token usage, latency, or provider availability.

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