API cost decision in 10 seconds

🔥Hy3 preview vs KAT-Coder-Pro V2

Pick Hy3 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 Hy3 preview when budget and context both matter.

On the standard 1M input plus 500K output workload, Hy3 preview is estimated at $0.2 vs $0.9 for KAT-Coder-Pro V2, saving $0.7 (78.2% lower).

Cost-first pickHy3 preview
Context-first pickHy3 preview
Sample savings$0.778.2%
10x traffic gap$7.04

Hy3 preview is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $7.04. 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 pickHy3 previewKAT-Coder-Pro V2
Input-heavy / RAG5M input + 500K outputHy3 preview$0.46$2.1
Balanced workload1M input + 1M outputHy3 preview$0.33$1.5
Output-heavy chatbot1M input + 5M outputHy3 preview$1.37$6.3
Cheaper input Hy3 preview $0.066 vs $0.3 / 1M

Hy3 preview is $0.23 cheaper per 1M input tokens (78% lower; 4.55x difference).

Cheaper output Hy3 preview $0.26 vs $1.2 / 1M

Hy3 preview is $0.94 cheaper per 1M output tokens (78.3% lower; 4.62x difference).

Larger context Hy3 preview 262.14K vs 256K

Hy3 preview has 6.14K more context (1.02x larger).

Sample workload Hy3 preview $0.2 vs $0.9

Hy3 preview is $0.7 cheaper on the standard workload (78.2% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Hy3 preview Calculating… Estimated API cost
KAT-Coder-Pro V2 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; Hy3 preview 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 $0.2 for Hy3 preview and $0.9 for KAT-Coder-Pro V2.

Best Fit

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

Choose KAT-Coder-Pro V2 when its provider, model quality, latency, or availability is more important than the numeric price/context winner.

Decision Notes
  • On the standard 1M input plus 500K output workload, Hy3 preview is estimated at $0.2 vs $0.9 for KAT-Coder-Pro V2, saving $0.7 (78.2% lower).
  • Hy3 preview is $0.7 cheaper on the standard workload (78.2% lower).
  • Hy3 preview is $0.23 cheaper per 1M input tokens (78% lower; 4.55x difference).
  • Hy3 preview is $0.94 cheaper per 1M output tokens (78.3% lower; 4.62x difference).
  • Hy3 preview has 6.14K more context (1.02x larger).
Head-to-Head Specs
Feature🔥Hy3 preview
(Tencent)
KAT-Coder-Pro V2
(Kwaipilot)
Input Price
prompt tokens per 1M
$0.066$0.3
Completion Price
per 1M tokens
$0.26$1.2
Sample Workload Cost
1M input + 500K output
$0.2$0.9
Context Window262.14K256K
Release Date
Popularity#2

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionHy3 previewOn the standard 1M input plus 500K output workload, Hy3 preview is estimated at $0.2 vs $0.9 for KAT-Coder-Pro V2, saving $0.7 (78.2% 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 workHy3 previewA larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • No lower-cost same-provider swap is currently tracked for this pair.
Larger context near this budget

Cheaper alternatives

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Larger context alternatives

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Provider catalogs

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Tencent catalog

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

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Kwaipilot catalog

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

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