API cost decision in 10 seconds

NewLing 3.0 Flash VL (free) vs DeepSeek V4 Flash Latest

Pick Ling 3.0 Flash VL (free) 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 VL (free) 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 VL (free) is estimated at $0 vs $0.08 for DeepSeek V4 Flash Latest, saving $0.08 (100% lower).

Cost-first pickLing 3.0 Flash VL (free)
Context-first pickDeepSeek V4 Flash Latest
Sample savings$0.08100%
10x traffic gap$0.8

DeepSeek V4 Flash Latest has more context, but Ling 3.0 Flash VL (free) saves $0.08 on the standard workload. At 10x that traffic, the same price gap is about $0.8. 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 pickLing 3.0 Flash VL (free)DeepSeek V4 Flash Latest
Input-heavy / RAG5M input + 500K outputLing 3.0 Flash VL (free)$0$0.24
Balanced workload1M input + 1M outputLing 3.0 Flash VL (free)$0$0.12
Output-heavy chatbot1M input + 5M outputLing 3.0 Flash VL (free)$0$0.44
Cheaper input Ling 3.0 Flash VL (free) $0 vs $0.04 / 1M

Ling 3.0 Flash VL (free) is free for input tokens while DeepSeek V4 Flash Latest costs $0.04 per 1M tokens.

Cheaper output Ling 3.0 Flash VL (free) $0 vs $0.08 / 1M

Ling 3.0 Flash VL (free) is free for output tokens while DeepSeek V4 Flash Latest costs $0.08 per 1M tokens.

Larger context DeepSeek V4 Flash Latest 262.14K vs 1.31M

DeepSeek V4 Flash Latest has 1.05M more context (5x larger).

Sample workload Ling 3.0 Flash VL (free) $0 vs $0.08

Ling 3.0 Flash VL (free) is free for the standard workload while the other model is estimated at $0.08.

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Ling 3.0 Flash VL (free) 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

Ling 3.0 Flash VL (free) has the lower input price; Ling 3.0 Flash VL (free) 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 VL (free) is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0 for Ling 3.0 Flash VL (free) and $0.08 for DeepSeek V4 Flash Latest.

Best Fit

Choose Ling 3.0 Flash VL (free) when you care most about lower input-token price, and lower output-token price.

Choose DeepSeek V4 Flash Latest when you care most about larger context window.

Decision Notes
  • On the standard 1M input plus 500K output workload, Ling 3.0 Flash VL (free) is estimated at $0 vs $0.08 for DeepSeek V4 Flash Latest, saving $0.08 (100% lower).
  • Ling 3.0 Flash VL (free) is free for the standard workload while the other model is estimated at $0.08.
  • Ling 3.0 Flash VL (free) is free for input tokens while DeepSeek V4 Flash Latest costs $0.04 per 1M tokens.
  • Ling 3.0 Flash VL (free) is free for output tokens while DeepSeek V4 Flash Latest costs $0.08 per 1M tokens.
  • DeepSeek V4 Flash Latest has 1.05M more context (5x larger).
Head-to-Head Specs
FeatureNewLing 3.0 Flash VL (free)
(inclusionAI)		DeepSeek V4 Flash Latest
(deepseek)
Input Price
prompt tokens per 1M		$0$0.04
Completion Price
per 1M tokens		$0$0.08
Sample Workload Cost
1M input + 500K output		$0$0.08
Context Window262.14K1.31M
Release Date

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 $0.08 for DeepSeek V4 Flash Latest, saving $0.08 (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 workDeepSeek V4 Flash LatestA 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
  • No larger-context model is currently tracked within a close sample-cost band.

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

inclusionAI catalog

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

Open inclusionAI models

deepseek catalog

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

Open deepseek models
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...

DeepSeek V4 Flash Latest

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