LLM Reference

Hunyuan Hy3 Preview vs Kimi K2 Instruct

Hunyuan Hy3 Preview (2026) and Kimi K2 Instruct (2025) are frontier-tier reasoning models from Tencent AI Lab and Moonshot AI. Hunyuan Hy3 Preview ships a 262k-token context window, while Kimi K2 Instruct ships a 131k-token context window. On pricing, Hunyuan Hy3 Preview costs $0.07/1M input tokens versus $0.57/1M for the alternative. 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 ~764% cheaper at $0.07/1M; pay for Kimi K2 Instruct only for provider fit.

Decision scorecard

Local evidence first
SignalHunyuan Hy3 PreviewKimi K2 Instruct
Best forreasoning-heavy apps, tool-calling agents, and provider-routed productionreasoning-heavy apps and provider-routed production
Decision fitCoding, RAG, and AgentsRAG, Long context, and Classification
Context window262k131k
Cheapest output$0.26/1M tokens$2.30/1M tokens
Provider routes2 tracked5 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Hunyuan Hy3 Preview when...
  • 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.
Choose Kimi K2 Instruct when...
  • Kimi K2 Instruct has broader tracked provider coverage for fallback and route flexibility.
  • Kimi K2 Instruct uniquely exposes Structured outputs in local model data.
  • Local decision data tags Kimi K2 Instruct for RAG, Long context, and Classification.

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 Instruct

$1,031

Cheapest tracked route/tier: Vercel AI Gateway

Estimated monthly gap: $913. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Hunyuan Hy3 Preview -> Kimi K2 Instruct
  • No overlapping tracked provider route is sourced for Hunyuan Hy3 Preview and Kimi K2 Instruct; plan for SDK, billing, or endpoint changes.
  • Kimi K2 Instruct is $2.04/1M 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.
  • Kimi K2 Instruct adds Structured outputs in local capability data.
Kimi K2 Instruct -> Hunyuan Hy3 Preview
  • No overlapping tracked provider route is sourced for Kimi K2 Instruct and Hunyuan Hy3 Preview; plan for SDK, billing, or endpoint changes.
  • Hunyuan Hy3 Preview is $2.04/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Structured outputs before moving production traffic.
  • Hunyuan Hy3 Preview adds JSON / Tool use in local capability data.

Specs

Specification
Released2026-04-222025-09-05
Context window262k131k
Parameters295B1T total, 32B active (MoE)
ArchitectureDense + MoE HybridDecoder Only
LicenseTencent Hunyuan Community LicenseMITOSI-approved
OpennessOpen weightsOpen source
WeightsAvailableUnknown
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff--

Pricing and availability

Pricing attributeHunyuan Hy3 PreviewKimi K2 Instruct
Input price$0.07/1M tokens$0.57/1M tokens
Output price$0.26/1M tokens$2.30/1M tokens
Providers

Capabilities

CapabilityHunyuan Hy3 PreviewKimi K2 Instruct
VisionNoNo
MultimodalNoNo
ReasoningYesYes
JSON / Tool useYesNo
Structured outputsNoYes
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

Continue comparing

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