API cost decision in 10 seconds

GPT-5.6 Luna Pro vs Hy3 preview

Pick Hy3 preview for lower cost; pick GPT-5.6 Luna Pro only if the larger context window matters more.

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

Budget verdict

Pick Hy3 preview for lower cost; pick GPT-5.6 Luna Pro only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Hy3 preview is estimated at $0.48 vs $0.8 for GPT-5.6 Luna Pro, saving $0.32 (40% lower).

Cost-first pickHy3 preview
Context-first pickGPT-5.6 Luna Pro
Sample savings$0.3240%
10x traffic gap$3.2

GPT-5.6 Luna Pro has more context, but Hy3 preview saves $0.32 on the standard workload. At 10x that traffic, the same price gap is about $3.2. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Hy3 preview stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickGPT-5.6 Luna ProHy3 preview
Input-heavy / RAG5M input + 500K outputHy3 preview$1.6$1.2
Balanced workload1M input + 1M outputHy3 preview$1.4$0.78
Output-heavy chatbot1M input + 5M outputHy3 preview$6.2$3.18
Cheaper input Hy3 preview $0.2 vs $0.18 / 1M

Hy3 preview is $0.02 cheaper per 1M input tokens (10% lower; 1.11x difference).

Cheaper output Hy3 preview $1.2 vs $0.6 / 1M

Hy3 preview is $0.6 cheaper per 1M output tokens (50% lower; 2x difference).

Larger context GPT-5.6 Luna Pro 1.05M vs 262.14K

GPT-5.6 Luna Pro has 787.86K more context (4.01x larger).

Sample workload Hy3 preview $0.8 vs $0.48

Hy3 preview is $0.32 cheaper on the standard workload (40% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
GPT-5.6 Luna Pro Calculating… Estimated API cost
Hy3 preview 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

Hy3 preview has the lower input price; Hy3 preview has the lower output price; GPT-5.6 Luna Pro offers the larger context window. For the 1M input plus 500K output sample, Hy3 preview is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0.8 for GPT-5.6 Luna Pro and $0.48 for Hy3 preview.

Best Fit

Choose GPT-5.6 Luna Pro when you care most about larger context window.

Choose Hy3 preview when you care most about lower input-token price, and lower output-token price.

Decision Notes
  • On the standard 1M input plus 500K output workload, Hy3 preview is estimated at $0.48 vs $0.8 for GPT-5.6 Luna Pro, saving $0.32 (40% lower).
  • Hy3 preview is $0.32 cheaper on the standard workload (40% lower).
  • Hy3 preview is $0.02 cheaper per 1M input tokens (10% lower; 1.11x difference).
  • Hy3 preview is $0.6 cheaper per 1M output tokens (50% lower; 2x difference).
  • GPT-5.6 Luna Pro has 787.86K more context (4.01x larger).
Head-to-Head Specs
FeatureGPT-5.6 Luna Pro
(OpenAI)
Hy3 preview
(Tencent)
Input Price
prompt tokens per 1M
$0.2$0.18
Completion Price
per 1M tokens
$1.2$0.6
Sample Workload Cost
1M input + 500K output
$0.8$0.48
Context Window1.05M262.14K
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionHy3 previewOn the standard 1M input plus 500K output workload, Hy3 preview is estimated at $0.48 vs $0.8 for GPT-5.6 Luna Pro, saving $0.32 (40% lower).
High-volume input processingHy3 previewLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsHy3 previewLower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workGPT-5.6 Luna ProA larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • gpt-oss-120b (free) can replace GPT-5.6 Luna Pro when lower sample workload cost matters most: $0.
  • gpt-oss-20b (free) can replace GPT-5.6 Luna Pro when lower sample workload cost matters most: $0.
  • gpt-oss-20b can replace GPT-5.6 Luna Pro when lower sample workload cost matters most: $0.1.
  • gpt-oss-120b can replace GPT-5.6 Luna Pro when lower sample workload cost matters most: $0.12.

Cheaper alternatives

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

Open cheapest models

Larger context alternatives

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

Open largest context models

Provider catalogs

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

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OpenAI catalog

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

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Tencent catalog

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

Open Tencent models
GPT-5.6 Luna Pro

GPT-5.6 Luna Pro is the same underlying model as [GPT-5.6 Luna](https://openrouter.ai/openai/gpt-5.6-luna), served with `reasoning.mode` set to `pro` for higher-quality responses on complex tasks. Learn more in OpenAI's docs: https://developers.openai.com/api/docs/guides/reasoning#reasoning-mode

Hy3 preview

Hy3 preview is a high-efficiency Mixture-of-Experts model from Tencent designed for agentic workflows and production use. It supports configurable reasoning levels across disabled, low, and high modes, allowing it to...