API cost decision in 10 seconds

🔥Hy3 vs Claude Opus 5 (batch)

Pick Hy3 for lower cost; pick Claude Opus 5 (batch) 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 for lower cost; pick Claude Opus 5 (batch) only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Hy3 is estimated at $0.4 vs $8.75 for Claude Opus 5 (batch), saving $8.35 (95.5% lower).

Cost-first pickHy3
Context-first pickClaude Opus 5 (batch)
Sample savings$8.3595.5%
10x traffic gap$83.54

Claude Opus 5 (batch) has more context, but Hy3 saves $8.35 on the standard workload. At 10x that traffic, the same price gap is about $83.54. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

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

Workload shapeToken mixBetter pickHy3Claude Opus 5 (batch)
Input-heavy / RAG5M input + 500K outputHy3$0.92$18.75
Balanced workload1M input + 1M outputHy3$0.66$15
Output-heavy chatbot1M input + 5M outputHy3$2.77$65
Cheaper input Hy3 $0.132 vs $2.5 / 1M

Hy3 is $2.37 cheaper per 1M input tokens (94.7% lower; 18.9x difference).

Cheaper output Hy3 $0.528 vs $12.5 / 1M

Hy3 is $11.97 cheaper per 1M output tokens (95.8% lower; 23.7x difference).

Larger context Claude Opus 5 (batch) 262.14K vs 1M

Claude Opus 5 (batch) has 737.86K more context (3.81x larger).

Sample workload Hy3 $0.4 vs $8.75

Hy3 is $8.35 cheaper on the standard workload (95.5% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Hy3 Calculating… Estimated API cost
Claude Opus 5 (batch) 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 has the lower input price; Hy3 has the lower output price; Claude Opus 5 (batch) offers the larger context window. For the 1M input plus 500K output sample, Hy3 is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0.4 for Hy3 and $8.75 for Claude Opus 5 (batch).

Best Fit

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

Choose Claude Opus 5 (batch) when you care most about larger context window.

Decision Notes
  • On the standard 1M input plus 500K output workload, Hy3 is estimated at $0.4 vs $8.75 for Claude Opus 5 (batch), saving $8.35 (95.5% lower).
  • Hy3 is $8.35 cheaper on the standard workload (95.5% lower).
  • Hy3 is $2.37 cheaper per 1M input tokens (94.7% lower; 18.9x difference).
  • Hy3 is $11.97 cheaper per 1M output tokens (95.8% lower; 23.7x difference).
  • Claude Opus 5 (batch) has 737.86K more context (3.81x larger).
Head-to-Head Specs
Feature🔥Hy3
(Tencent)
Claude Opus 5 (batch)
(Anthropic)
Input Price
prompt tokens per 1M
$0.132$2.5
Completion Price
per 1M tokens
$0.528$12.5
Sample Workload Cost
1M input + 500K output
$0.4$8.75
Context Window262.14K1M
Release Date
Popularity#3

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionHy3On the standard 1M input plus 500K output workload, Hy3 is estimated at $0.4 vs $8.75 for Claude Opus 5 (batch), saving $8.35 (95.5% lower).
High-volume input processingHy3Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsHy3Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workClaude Opus 5 (batch)A 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 Hy3 when lower sample workload cost matters most: $0.
  • Hy-MT2-1.8B can replace Hy3 when lower sample workload cost matters most: $0.13.
  • Hy-MT2-30B-A3B can replace Hy3 when lower sample workload cost matters most: $0.22.
  • Hy-MT2-7B can replace Hy3 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.

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.

Open provider hubs

Tencent catalog

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

Open Tencent models

Anthropic catalog

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

Open Anthropic models
Hy3

Hy3 is a 295B-parameter Mixture-of-Experts model from Tencent (21B active, 192 experts with top-8 routing) built for reasoning, agentic workflows, and real-world production use. It supports a configurable reasoning effort:...

Claude Opus 5 (batch)

Claude Opus 5 is Anthropic’s flagship model for demanding reasoning, coding, and long-horizon agentic work. It is particularly strong at end-to-end software tasks, code review and bug finding, visual analysis...