LLM Reference

DeepSeek R1 0528 vs Hunyuan Hy3 Preview

DeepSeek R1 0528 (2025) and Hunyuan Hy3 Preview (2026) are frontier-tier reasoning models from DeepSeek and Tencent AI Lab. DeepSeek R1 0528 ships a 130k-token context window, while Hunyuan Hy3 Preview ships a 262k-token context window. On SWE-bench Verified, Hunyuan Hy3 Preview leads by 16.8 pts. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

Hunyuan Hy3 Preview is ~658% cheaper at $0.07/1M; pay for DeepSeek R1 0528 only for coding workflow support.

Decision scorecard

Local evidence first
SignalDeepSeek R1 0528Hunyuan Hy3 Preview
Best forreasoning-heavy apps and provider-routed productionreasoning-heavy apps, tool-calling agents, and provider-routed production
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window130k262k
Cheapest output$2.15/1M tokens$0.26/1M tokens
Provider routes7 tracked2 tracked
Shared benchmarks2 sharedSWE-bench Verified leader

Decision tradeoffs

Choose DeepSeek R1 0528 when...
  • DeepSeek R1 0528 has broader tracked provider coverage for fallback and route flexibility.
  • DeepSeek R1 0528 uniquely exposes Structured outputs and Code execution in local model data.
  • Local decision data tags DeepSeek R1 0528 for Coding, RAG, and Agents.
Choose Hunyuan Hy3 Preview when...
  • Hunyuan Hy3 Preview holds a shared-benchmark lead on SWE-bench Verified, ahead by 16.8 points.
  • Hunyuan Hy3 Preview has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Hunyuan Hy3 Preview has the lower cheapest tracked output price at $0.26/1M tokens.
  • Hunyuan Hy3 Preview uniquely exposes JSON / Tool use in local model data.
  • Local decision data tags Hunyuan Hy3 Preview for Coding, RAG, and Agents.

Monthly cost at traffic

Estimate token spend from the cheapest tracked input and output route or tier on this page.

Lower estimate Hunyuan Hy3 Preview

DeepSeek R1 0528

$938

Cheapest tracked route/tier: OpenRouter

Hunyuan Hy3 Preview

$118

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $820. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

DeepSeek R1 0528 -> Hunyuan Hy3 Preview
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • Hunyuan Hy3 Preview is $1.89/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Structured outputs and Code execution before moving production traffic.
  • Hunyuan Hy3 Preview adds JSON / Tool use in local capability data.
Hunyuan Hy3 Preview -> DeepSeek R1 0528
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • DeepSeek R1 0528 is $1.89/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for JSON / Tool use before moving production traffic.
  • DeepSeek R1 0528 adds Structured outputs and Code execution in local capability data.

Specs

Specification
Released2025-05-282026-04-22
Context window130k262k
Parameters685B total, 37B active (MoE)295B
ArchitectureDecoder OnlyDense + MoE Hybrid
LicenseMITOSI-approvedTencent Hunyuan Community License
OpennessOpen sourceOpen weights
WeightsUnknownAvailable
CodeUnknownUnknown
Commercial useCommercial use: permittedCommercial use: conditional
Knowledge cutoff--

Pricing and availability

Pricing attributeDeepSeek R1 0528Hunyuan Hy3 Preview
Input price$0.50/1M tokens$0.07/1M tokens
Output price$2.15/1M tokens$0.26/1M tokens
Providers

Capabilities

CapabilityDeepSeek R1 0528Hunyuan Hy3 Preview
VisionNoNo
MultimodalNoNo
ReasoningYesYes
JSON / Tool useNoYes
Structured outputsYesNo
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkDeepSeek R1 0528Hunyuan Hy3 Preview
SWE-bench Verified57.674.4
Google-Proof Q&A81.087.2

Continue comparing

Last reviewed: 2026-06-29. Data sourced from public model cards and provider documentation.