API cost decision in 10 seconds

NewLing 3.0 Flash Fin vs Dots3-Note Preview (free)

Pick Dots3-Note Preview (free) when budget and context both matter.

Page updated: 2026-09-03T17:07:22Z Data confirmed: 2026-09-03T19:07:33Z Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Dots3-Note Preview (free) when budget and context both matter.

On the standard 1M input plus 500K output workload, Dots3-Note Preview (free) is estimated at $0 vs $0.15 for Ling 3.0 Flash Fin, saving $0.15 (100% lower).

Cost-first pickDots3-Note Preview (free)

Context-first pickDots3-Note Preview (free)

Sample savings$0.15100%

10x traffic gap$1.5

Dots3-Note Preview (free) is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $1.5. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Dots3-Note Preview (free) stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shape	Token mix	Better pick	Ling 3.0 Flash Fin	Dots3-Note Preview (free)
Input-heavy / RAG	5M input + 500K output	Dots3-Note Preview (free)	$0.39	$0
Balanced workload	1M input + 1M output	Dots3-Note Preview (free)	$0.24	$0
Output-heavy chatbot	1M input + 5M output	Dots3-Note Preview (free)	$0.96	$0

Cheaper input Dots3-Note Preview (free) $0.06 vs $0 / 1M

Dots3-Note Preview (free) is free for input tokens while Ling 3.0 Flash Fin costs $0.06 per 1M tokens.

Cheaper output Dots3-Note Preview (free) $0.18 vs $0 / 1M

Dots3-Note Preview (free) is free for output tokens while Ling 3.0 Flash Fin costs $0.18 per 1M tokens.

Larger context Dots3-Note Preview (free) 262.14K vs 512K

Dots3-Note Preview (free) has 249.86K more context (1.95x larger).

Sample workload Dots3-Note Preview (free) $0.15 vs $0

Dots3-Note Preview (free) is free for the standard workload while the other model is estimated at $0.15.

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.

Monthly input tokens Monthly output tokens

Ling 3.0 Flash Fin Calculating… Estimated API cost

Dots3-Note Preview (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

Dots3-Note Preview (free) has the lower input price; Dots3-Note Preview (free) has the lower output price; Dots3-Note Preview (free) offers the larger context window. For the 1M input plus 500K output sample, Dots3-Note Preview (free) is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0.15 for Ling 3.0 Flash Fin and $0 for Dots3-Note Preview (free).

Best Fit

Choose Ling 3.0 Flash Fin when its provider, model quality, latency, or availability is more important than the numeric price/context winner.

Choose Dots3-Note Preview (free) when you care most about lower input-token price, lower output-token price, and larger context window.

Decision Notes

On the standard 1M input plus 500K output workload, Dots3-Note Preview (free) is estimated at $0 vs $0.15 for Ling 3.0 Flash Fin, saving $0.15 (100% lower).
Dots3-Note Preview (free) is free for the standard workload while the other model is estimated at $0.15.
Dots3-Note Preview (free) is free for input tokens while Ling 3.0 Flash Fin costs $0.06 per 1M tokens.
Dots3-Note Preview (free) is free for output tokens while Ling 3.0 Flash Fin costs $0.18 per 1M tokens.
Dots3-Note Preview (free) has 249.86K more context (1.95x larger).

Head-to-Head Specs

Feature	NewLing 3.0 Flash Fin (inclusionAI)	Dots3-Note Preview (free) (Dots Studio)
Input Price prompt tokens per 1M	$0.06	$0
Completion Price per 1M tokens	$0.18	$0
Sample Workload Cost 1M input + 500K output	$0.15	$0
Context Window	262.14K	512K
Release Date	2026-08-27	2026-08-14

Use-Case Decision Matrix

Use case	Better pick	Why
Budget-constrained production	Dots3-Note Preview (free)	On the standard 1M input plus 500K output workload, Dots3-Note Preview (free) is estimated at $0 vs $0.15 for Ling 3.0 Flash Fin, saving $0.15 (100% lower).
High-volume input processing	Dots3-Note Preview (free)	Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbots	Dots3-Note Preview (free)	Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document work	Dots3-Note Preview (free)	A larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps

Ling 3.0 Flash Fin (free) can replace Ling 3.0 Flash Fin when lower sample workload cost matters most: $0.
Ling 3.0 Tiny (free) can replace Ling 3.0 Flash Fin when lower sample workload cost matters most: $0.
Ling-3.0-flash (free) can replace Ling 3.0 Flash Fin when lower sample workload cost matters most: $0.
Ling-2.6-flash can replace Ling 3.0 Flash Fin when lower sample workload cost matters most: $0.03.

Larger context near this budget

DeepSeek V4 Flash 0731 offers 1.31M context with $0.15 sample workload cost.
DeepSeek V4 Flash Latest offers 1.31M context with $0.13 sample workload cost.
Owl Alpha offers 1.05M context with $0 sample workload cost.
DeepSeek V4 Flash 0423 offers 1.05M context with $0.16 sample workload cost.

Popular competitors

GPT-5.6 Luna · OpenAI · #1
GLM 5.3 Flash · Z.ai · #2
DeepSeek V4 Flash 0731 · DeepSeek · #3
Hy4 preview · Tencent · #4

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