API cost decision in 10 seconds

Ling 3.0 Flash Fin vs DeepSeek V4 Flash Latest

Pick Ling 3.0 Flash Fin for lower cost; pick DeepSeek V4 Flash Latest 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 Ling 3.0 Flash Fin for lower cost; pick DeepSeek V4 Flash Latest only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Ling 3.0 Flash Fin is estimated at $0.1 vs $0.23 for DeepSeek V4 Flash Latest, saving $0.13 (54.9% lower).

Cost-first pickLing 3.0 Flash Fin
Context-first pickDeepSeek V4 Flash Latest
Sample savings$0.1354.9%
10x traffic gap$1.26

DeepSeek V4 Flash Latest has more context, but Ling 3.0 Flash Fin saves $0.13 on the standard workload. At 10x that traffic, the same price gap is about $1.26. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Cost winner changes by workload shape: input-heavy / RAG favors DeepSeek V4 Flash Latest, balanced workload favors Ling 3.0 Flash Fin, and output-heavy chatbot favors Ling 3.0 Flash Fin.

Workload shapeToken mixBetter pickLing 3.0 Flash FinDeepSeek V4 Flash Latest
Input-heavy / RAG5M input + 500K outputDeepSeek V4 Flash Latest$0.27$0.25
Balanced workload1M input + 1M outputLing 3.0 Flash Fin$0.17$0.45
Output-heavy chatbot1M input + 5M outputLing 3.0 Flash Fin$0.66$2.25
Cheaper input DeepSeek V4 Flash Latest $0.042 vs $0.0049 / 1M

DeepSeek V4 Flash Latest is $0.04 cheaper per 1M input tokens (88.3% lower; 8.57x difference).

Cheaper output Ling 3.0 Flash Fin $0.1232 vs $0.45 / 1M

Ling 3.0 Flash Fin is $0.33 cheaper per 1M output tokens (72.6% lower; 3.65x difference).

Larger context DeepSeek V4 Flash Latest 262.14K vs 1.05M

DeepSeek V4 Flash Latest has 786.43K more context (4x larger).

Sample workload Ling 3.0 Flash Fin $0.1 vs $0.23

Ling 3.0 Flash Fin is $0.13 cheaper on the standard workload (54.9% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Ling 3.0 Flash Fin Calculating… Estimated API cost
DeepSeek V4 Flash Latest 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

DeepSeek V4 Flash Latest has the lower input price; Ling 3.0 Flash Fin has the lower output price; DeepSeek V4 Flash Latest offers the larger context window. For the 1M input plus 500K output sample, Ling 3.0 Flash Fin is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0.1 for Ling 3.0 Flash Fin and $0.23 for DeepSeek V4 Flash Latest.

Best Fit

Choose Ling 3.0 Flash Fin when you care most about lower output-token price.

Choose DeepSeek V4 Flash Latest when you care most about lower input-token price, and larger context window.

Decision Notes
  • On the standard 1M input plus 500K output workload, Ling 3.0 Flash Fin is estimated at $0.1 vs $0.23 for DeepSeek V4 Flash Latest, saving $0.13 (54.9% lower).
  • Ling 3.0 Flash Fin is $0.13 cheaper on the standard workload (54.9% lower).
  • DeepSeek V4 Flash Latest is $0.04 cheaper per 1M input tokens (88.3% lower; 8.57x difference).
  • Ling 3.0 Flash Fin is $0.33 cheaper per 1M output tokens (72.6% lower; 3.65x difference).
  • DeepSeek V4 Flash Latest has 786.43K more context (4x larger).
Head-to-Head Specs
FeatureLing 3.0 Flash Fin
(inclusionAI)
DeepSeek V4 Flash Latest
(DeepSeek)
Input Price
prompt tokens per 1M
$0.042$0.0049
Completion Price
per 1M tokens
$0.1232$0.45
Sample Workload Cost
1M input + 500K output
$0.1$0.23
Context Window262.14K1.05M
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionLing 3.0 Flash FinOn the standard 1M input plus 500K output workload, Ling 3.0 Flash Fin is estimated at $0.1 vs $0.23 for DeepSeek V4 Flash Latest, saving $0.13 (54.9% lower).
High-volume input processingDeepSeek V4 Flash LatestLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsLing 3.0 Flash FinLower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workDeepSeek V4 Flash LatestA larger context window leaves more room for retrieved passages, conversation history, or source files.

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inclusionAI catalog

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Ling 3.0 Flash Fin

Ling 3.0 Flash Fin is a finance-focused mixture-of-experts model from InclusionAI, built on Ling 3.0 Flash with 5.1B active parameters out of 124B total. It is designed for real-world investment...

DeepSeek V4 Flash Latest

This model always redirects to the latest model in the DeepSeek V4 Flash family.