LLM Reference

Hunyuan Hy3 Preview vs Kimi K2.5

Hunyuan Hy3 Preview (2026) and Kimi K2.5 (2026) compare a standalone API model against a coding-specialized model. Hunyuan Hy3 Preview ships a 262k-token context window, while Kimi K2.5 ships a 256k-token context window. On SWE-bench Verified, Kimi K2.5 leads by 2.4 pts. On pricing, Hunyuan Hy3 Preview costs $0.07/1M input tokens versus $0.44/1M for the alternative. This page treats the result as workflow and deployment fit, not a universal model winner.

Treat this as a product-type comparison: Hunyuan Hy3 Preview is standalone API model, while Kimi K2.5 is coding-specialized model. Choose based on workflow fit before reading any benchmark or price row as decisive.

Decision scorecard

Local evidence first
SignalHunyuan Hy3 PreviewKimi K2.5
Product typeStandalone API modelCoding-specialized model
Best forreasoning-heavy apps, tool-calling agents, and provider-routed productioncustom coding agents, code generation, and tool loops
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window262k256k
Cheapest output$0.26/1M tokens$2/1M tokens
Provider routes2 tracked10 tracked
Shared benchmarks4 sharedSWE-bench Verified leader

Decision tradeoffs

Choose Hunyuan Hy3 Preview when...
  • Hunyuan Hy3 Preview holds a shared-benchmark lead on BrowseComp, ahead by 6.5 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 Reasoning in local model data.
  • Local decision data tags Hunyuan Hy3 Preview for Coding, RAG, and Agents.
Choose Kimi K2.5 when...
  • Kimi K2.5 holds a shared-benchmark lead on SWE-bench Verified, ahead by 2.4 points.
  • Kimi K2.5 has broader tracked provider coverage for fallback and route flexibility.
  • Kimi K2.5 uniquely exposes Vision, Multimodal, and Structured outputs in local model data.
  • Local decision data tags Kimi K2.5 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

Hunyuan Hy3 Preview

$118

Cheapest tracked route/tier: OpenRouter

Kimi K2.5

$852

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $734. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Hunyuan Hy3 Preview -> Kimi K2.5
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • Kimi K2.5 is $1.74/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for Reasoning before moving production traffic.
  • Kimi K2.5 adds Vision, Multimodal, and Structured outputs in local capability data.
Kimi K2.5 -> Hunyuan Hy3 Preview
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • Hunyuan Hy3 Preview is $1.74/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Vision, Multimodal, and Structured outputs before moving production traffic.
  • Hunyuan Hy3 Preview adds Reasoning in local capability data.

Specs

Specification
Released2026-04-222026-03-15
Context window262k256k
Parameters295B1T (MoE, 384 experts)
ArchitectureDense + MoE HybridMixture of Experts
LicenseTencent Hunyuan Community LicenseProprietary
OpennessOpen weightsProprietary
WeightsAvailableNot released
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff--

Pricing and availability

Pricing attributeHunyuan Hy3 PreviewKimi K2.5
Input price$0.07/1M tokens$0.44/1M tokens
Output price$0.26/1M tokens$2/1M tokens
Providers

Capabilities

CapabilityHunyuan Hy3 PreviewKimi K2.5
VisionNoYes
MultimodalNoYes
ReasoningYesNo
JSON / Tool useYesYes
Structured outputsNoYes
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkHunyuan Hy3 PreviewKimi K2.5
SWE-bench Verified74.476.8
Google-Proof Q&A87.287.9
BrowseComp67.160.6
Terminal-Bench 2.054.450.8

Continue comparing

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