API cost decision in 10 seconds

NewHy4 preview vs Kimi K2.7 Code

Pick Hy4 preview when budget and context both matter.

Page updated:  Data confirmed:  Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Hy4 preview when budget and context both matter.

On the standard 1M input plus 500K output workload, Hy4 preview is estimated at $2.08 vs $2.36 for Kimi K2.7 Code, saving $0.28 (11.7% lower).

Cost-first pickHy4 preview
Context-first pickHy4 preview
Sample savings$0.2811.7%
10x traffic gap$2.76

Hy4 preview is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $2.76. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Cost winner changes by workload shape: input-heavy / RAG favors Kimi K2.7 Code, balanced workload favors Hy4 preview, and output-heavy chatbot favors Hy4 preview.

Workload shapeToken mixBetter pickHy4 previewKimi K2.7 Code
Input-heavy / RAG5M input + 500K outputKimi K2.7 Code$5.42$5
Balanced workload1M input + 1M outputHy4 preview$3.33$4.06
Output-heavy chatbot1M input + 5M outputHy4 preview$13.34$17.66
Cheaper input Kimi K2.7 Code $0.834 vs $0.66 / 1M

Kimi K2.7 Code is $0.17 cheaper per 1M input tokens (20.9% lower; 1.26x difference).

Cheaper output Hy4 preview $2.501 vs $3.4 / 1M

Hy4 preview is $0.9 cheaper per 1M output tokens (26.4% lower; 1.36x difference).

Larger context Hy4 preview 1.05M vs 262.14K

Hy4 preview has 786.43K more context (4x larger).

Sample workload Hy4 preview $2.08 vs $2.36

Hy4 preview is $0.28 cheaper on the standard workload (11.7% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Hy4 preview Calculating… Estimated API cost
Kimi K2.7 Code Calculating… Estimated API cost
Cheaper for this workload Calculating… Difference: calculating…

This estimate uses normalized public API pricing per 1M tokens. It is a planning aid, not a billing quote. Verify provider pricing, limits, and terms before production use.

Quick Decision

Verdict

Kimi K2.7 Code has the lower input price; Hy4 preview has the lower output price; Hy4 preview offers the larger context window. For the 1M input plus 500K output sample, Hy4 preview is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $2.08 for Hy4 preview and $2.36 for Kimi K2.7 Code.

Best Fit

Choose Hy4 preview when you care most about lower output-token price, and larger context window.

Choose Kimi K2.7 Code when you care most about lower input-token price.

Decision Notes
  • On the standard 1M input plus 500K output workload, Hy4 preview is estimated at $2.08 vs $2.36 for Kimi K2.7 Code, saving $0.28 (11.7% lower).
  • Hy4 preview is $0.28 cheaper on the standard workload (11.7% lower).
  • Kimi K2.7 Code is $0.17 cheaper per 1M input tokens (20.9% lower; 1.26x difference).
  • Hy4 preview is $0.9 cheaper per 1M output tokens (26.4% lower; 1.36x difference).
  • Hy4 preview has 786.43K more context (4x larger).
Head-to-Head Specs
FeatureNewHy4 preview
(Tencent)
Kimi K2.7 Code
(MoonshotAI)
Input Price
prompt tokens per 1M
$0.834$0.66
Completion Price
per 1M tokens
$2.501$3.4
Sample Workload Cost
1M input + 500K output
$2.08$2.36
Context Window1.05M262.14K
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionHy4 previewOn the standard 1M input plus 500K output workload, Hy4 preview is estimated at $2.08 vs $2.36 for Kimi K2.7 Code, saving $0.28 (11.7% lower).
High-volume input processingKimi K2.7 CodeLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsHy4 previewLower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workHy4 previewA larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • Hy3 (free) can replace Hy4 preview when lower sample workload cost matters most: $0.
  • Hy-MT2-1.8B can replace Hy4 preview when lower sample workload cost matters most: $0.13.
  • Hy-MT2-30B-A3B can replace Hy4 preview when lower sample workload cost matters most: $0.22.
  • Hy-MT2-7B can replace Hy4 preview when lower sample workload cost matters most: $0.22.

Cheaper alternatives

Review low-cost models sorted by a standard 1M input plus 500K output workload.

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Larger context alternatives

Find models with larger context windows for RAG, long documents, and codebase review.

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Provider catalogs

Compare models within provider hubs before choosing a final API vendor.

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Tencent catalog

Review all tracked Tencent models before deciding whether this matchup is the right shortlist.

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MoonshotAI catalog

Check other MoonshotAI models with comparable pricing, context, or release timing.

Open MoonshotAI models
Hy4 preview

Tencent: Hy4 preview is a mixture-of-experts model from Tencent, with 49B active parameters out of 770B total. It is designed for coding agents, complex tool-use workflows, and productivity tasks that...

Kimi K2.7 Code

MoonshotAI: Kimi K2.7 Code is a coding-focused model in Moonshot AI's Kimi K2 family, built to complete end-to-end programming tasks reliably over long contexts. It uses a native multimodal mixture-of-experts...