API cost decision in 10 seconds

🔥Hy3 vs NewLing 3.0 Flash VL (free)

Pick Ling 3.0 Flash VL (free) when budget is the priority.

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

Budget verdict

Pick Ling 3.0 Flash VL (free) when budget is the priority.

On the standard 1M input plus 500K output workload, Ling 3.0 Flash VL (free) is estimated at $0 vs $0.4 for Hy3, saving $0.4 (100% lower).

Cost-first pickLing 3.0 Flash VL (free)
Context-first pickBoth models
Sample savings$0.4100%
10x traffic gap$3.96

The reported context window is tied, so cost and provider fit carry more weight. At 10x that traffic, the same price gap is about $3.96. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Ling 3.0 Flash VL (free) stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickHy3Ling 3.0 Flash VL (free)
Input-heavy / RAG5M input + 500K outputLing 3.0 Flash VL (free)$0.92$0
Balanced workload1M input + 1M outputLing 3.0 Flash VL (free)$0.66$0
Output-heavy chatbot1M input + 5M outputLing 3.0 Flash VL (free)$2.77$0
Cheaper input Ling 3.0 Flash VL (free) $0.132 vs $0 / 1M

Ling 3.0 Flash VL (free) is free for input tokens while Hy3 costs $0.13 per 1M tokens.

Cheaper output Ling 3.0 Flash VL (free) $0.528 vs $0 / 1M

Ling 3.0 Flash VL (free) is free for output tokens while Hy3 costs $0.53 per 1M tokens.

Larger context Tie 262.14K vs 262.14K

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

Sample workload Ling 3.0 Flash VL (free) $0.4 vs $0

Ling 3.0 Flash VL (free) is free for the standard workload while the other model is estimated at $0.4.

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Hy3 Calculating… Estimated API cost
Ling 3.0 Flash VL (free) 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

Ling 3.0 Flash VL (free) has the lower input price; Ling 3.0 Flash VL (free) has the lower output price; both models report the same context window. For the 1M input plus 500K output sample, Ling 3.0 Flash VL (free) 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 $0 for Ling 3.0 Flash VL (free).

Best Fit

Choose Hy3 when its provider, model quality, latency, or availability is more important than the numeric price/context winner.

Choose Ling 3.0 Flash VL (free) 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, Ling 3.0 Flash VL (free) is estimated at $0 vs $0.4 for Hy3, saving $0.4 (100% lower).
  • Ling 3.0 Flash VL (free) is free for the standard workload while the other model is estimated at $0.4.
  • Ling 3.0 Flash VL (free) is free for input tokens while Hy3 costs $0.13 per 1M tokens.
  • Ling 3.0 Flash VL (free) is free for output tokens while Hy3 costs $0.53 per 1M tokens.
  • Both models report the same context window at 262.14K tokens.
Head-to-Head Specs
Feature🔥Hy3
(Tencent)
NewLing 3.0 Flash VL (free)
(inclusionAI)
Input Price
prompt tokens per 1M
$0.132$0
Completion Price
per 1M tokens
$0.528$0
Sample Workload Cost
1M input + 500K output
$0.4$0
Context Window262.14K262.14K
Release Date
Popularity#8

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionLing 3.0 Flash VL (free)On the standard 1M input plus 500K output workload, Ling 3.0 Flash VL (free) is estimated at $0 vs $0.4 for Hy3, saving $0.4 (100% lower).
High-volume input processingLing 3.0 Flash VL (free)Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsLing 3.0 Flash VL (free)Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workTieA 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

inclusionAI catalog

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

Open inclusionAI 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:...

Ling 3.0 Flash VL (free)

Ling 3.0 Flash VL builds on Ling 3.0 Flash (124B total / 5.5B active MoE from InclusionAI), further strengthening its language capabilities while adding native visual perception and advanced visual...