API cost decision in 10 seconds

🔥Hy3 preview vs Ling-2.6-1T

Pick Hy3 preview when budget is the priority.

Page updated: 2026-05-26T12:03:47Z Data confirmed: 2026-05-26T14:08:03Z Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Hy3 preview when budget is the priority.

On the standard 1M input plus 500K output workload, Hy3 preview is estimated at $0.2 vs $0.39 for Ling-2.6-1T, saving $0.19 (49.4% lower).

Cost-first pickHy3 preview

Context-first pickBoth models

Sample savings$0.1949.4%

10x traffic gap$1.92

The reported context window is tied, so cost and provider fit carry more weight. At 10x that traffic, the same price gap is about $1.92. 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 shape	Token mix	Better pick	Hy3 preview	Ling-2.6-1T
Input-heavy / RAG	5M input + 500K output	Hy3 preview	$0.46	$0.69
Balanced workload	1M input + 1M output	Hy3 preview	$0.33	$0.7
Output-heavy chatbot	1M input + 5M output	Hy3 preview	$1.37	$3.2

Cheaper input Hy3 preview $0.066 vs $0.075 / 1M

Hy3 preview is $0.009 cheaper per 1M input tokens (12% lower; 1.14x difference).

Cheaper output Hy3 preview $0.26 vs $0.625 / 1M

Hy3 preview is $0.36 cheaper per 1M output tokens (58.4% lower; 2.4x difference).

Larger context Tie 262.14K vs 262.14K

Both models report the same context window at 262.14K tokens.

Sample workload Hy3 preview $0.2 vs $0.39

Hy3 preview is $0.19 cheaper on the standard workload (49.4% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.

Monthly input tokens Monthly output tokens

Hy3 preview Calculating… Estimated API cost

Ling-2.6-1T 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; both models report the same 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 $0.39 for Ling-2.6-1T.

Best Fit

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

Choose Ling-2.6-1T 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 $0.39 for Ling-2.6-1T, saving $0.19 (49.4% lower).
Hy3 preview is $0.19 cheaper on the standard workload (49.4% lower).
Hy3 preview is $0.009 cheaper per 1M input tokens (12% lower; 1.14x difference).
Hy3 preview is $0.36 cheaper per 1M output tokens (58.4% lower; 2.4x difference).
Both models report the same context window at 262.14K tokens.

Head-to-Head Specs

Feature	🔥Hy3 preview (Tencent)	Ling-2.6-1T (inclusionAI)
Input Price prompt tokens per 1M	$0.066	$0.075
Completion Price per 1M tokens	$0.26	$0.625
Sample Workload Cost 1M input + 500K output	$0.2	$0.39
Context Window	262.14K	262.14K
Release Date	2026-04-22	2026-04-23
Popularity	#2

Use-Case Decision Matrix

Use case	Better pick	Why
Budget-constrained production	Hy3 preview	On the standard 1M input plus 500K output workload, Hy3 preview is estimated at $0.2 vs $0.39 for Ling-2.6-1T, saving $0.19 (49.4% lower).
High-volume input processing	Hy3 preview	Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbots	Hy3 preview	Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document work	Tie	A larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps

Ling-2.6-flash can replace Ling-2.6-1T when lower sample workload cost matters most: $0.03.

Larger context near this budget

Llama 4 Scout offers 10M context with $0.23 sample workload cost.
Owl Alpha offers 1.05M context with $0 sample workload cost.
DeepSeek V4 Flash offers 1.05M context with $0.2 sample workload cost.
Gemini 2.5 Flash Lite offers 1.05M context with $0.3 sample workload cost.

Popular competitors

DeepSeek V4 Flash · DeepSeek · #1
Claude Opus 4.7 · Anthropic · #3
Claude Sonnet 4.6 · Anthropic · #4
Owl Alpha · OpenRouter · #5

Cheaper alternatives

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Larger context alternatives

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Provider catalogs

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Tencent catalog

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inclusionAI catalog

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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...

Ling-2.6-1T

Ling-2.6-1T is an instant (instruct) model from inclusionAI and the company’s trillion-parameter flagship, designed for real-world agents that require fast execution and high efficiency at scale. It uses a “fast...