API cost decision in 10 seconds

NewLing 3.0 Flash Fin (free) vs Nemotron 3 Ultra (batch)

Pick Ling 3.0 Flash Fin (free) for lower cost; pick Nemotron 3 Ultra (batch) only if the larger context window matters more.

Page updated: 2026-08-27T16:07:54Z Data confirmed: 2026-08-27T18:07:56Z Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Ling 3.0 Flash Fin (free) for lower cost; pick Nemotron 3 Ultra (batch) only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Ling 3.0 Flash Fin (free) is estimated at $0 vs $2.4 for Nemotron 3 Ultra (batch), saving $2.4 (100% lower).

Cost-first pickLing 3.0 Flash Fin (free)

Context-first pickNemotron 3 Ultra (batch)

Sample savings$2.4100%

10x traffic gap$24

Nemotron 3 Ultra (batch) has more context, but Ling 3.0 Flash Fin (free) saves $2.4 on the standard workload. At 10x that traffic, the same price gap is about $24. 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 Fin (free) stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shape	Token mix	Better pick	Ling 3.0 Flash Fin (free)	Nemotron 3 Ultra (batch)
Input-heavy / RAG	5M input + 500K output	Ling 3.0 Flash Fin (free)	$0	$4.8
Balanced workload	1M input + 1M output	Ling 3.0 Flash Fin (free)	$0	$4.2
Output-heavy chatbot	1M input + 5M output	Ling 3.0 Flash Fin (free)	$0	$18.6

Cheaper input Ling 3.0 Flash Fin (free) $0 vs $0.6 / 1M

Ling 3.0 Flash Fin (free) is free for input tokens while Nemotron 3 Ultra (batch) costs $0.6 per 1M tokens.

Cheaper output Ling 3.0 Flash Fin (free) $0 vs $3.6 / 1M

Ling 3.0 Flash Fin (free) is free for output tokens while Nemotron 3 Ultra (batch) costs $3.6 per 1M tokens.

Larger context Nemotron 3 Ultra (batch) 262.14K vs 512.29K

Nemotron 3 Ultra (batch) has 250.14K more context (1.95x larger).

Sample workload Ling 3.0 Flash Fin (free) $0 vs $2.4

Ling 3.0 Flash Fin (free) is free for the standard workload while the other model is estimated at $2.4.

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 (free) Calculating… Estimated API cost

Nemotron 3 Ultra (batch) 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 Fin (free) has the lower input price; Ling 3.0 Flash Fin (free) has the lower output price; Nemotron 3 Ultra (batch) offers the larger context window. For the 1M input plus 500K output sample, Ling 3.0 Flash Fin (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 Fin (free) and $2.4 for Nemotron 3 Ultra (batch).

Best Fit

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

Choose Nemotron 3 Ultra (batch) when you care most about larger context window.

Decision Notes

On the standard 1M input plus 500K output workload, Ling 3.0 Flash Fin (free) is estimated at $0 vs $2.4 for Nemotron 3 Ultra (batch), saving $2.4 (100% lower).
Ling 3.0 Flash Fin (free) is free for the standard workload while the other model is estimated at $2.4.
Ling 3.0 Flash Fin (free) is free for input tokens while Nemotron 3 Ultra (batch) costs $0.6 per 1M tokens.
Ling 3.0 Flash Fin (free) is free for output tokens while Nemotron 3 Ultra (batch) costs $3.6 per 1M tokens.
Nemotron 3 Ultra (batch) has 250.14K more context (1.95x larger).

Head-to-Head Specs

Feature	NewLing 3.0 Flash Fin (free) (inclusionAI)	Nemotron 3 Ultra (batch) (NVIDIA)
Input Price prompt tokens per 1M	$0	$0.6
Completion Price per 1M tokens	$0	$3.6
Sample Workload Cost 1M input + 500K output	$0	$2.4
Context Window	262.14K	512.29K
Release Date	2026-08-27	2026-06-04

Use-Case Decision Matrix

Use case	Better pick	Why
Budget-constrained production	Ling 3.0 Flash Fin (free)	On the standard 1M input plus 500K output workload, Ling 3.0 Flash Fin (free) is estimated at $0 vs $2.4 for Nemotron 3 Ultra (batch), saving $2.4 (100% lower).
High-volume input processing	Ling 3.0 Flash Fin (free)	Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbots	Ling 3.0 Flash Fin (free)	Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document work	Nemotron 3 Ultra (batch)	A larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps

Nemotron 3 Ultra (free) can replace Nemotron 3 Ultra (batch) when lower sample workload cost matters most: $0.
Nemotron 3.5 Lightning (free) can replace Nemotron 3 Ultra (batch) when lower sample workload cost matters most: $0.
Nemotron 3.5 Content Safety (free) can replace Nemotron 3 Ultra (batch) when lower sample workload cost matters most: $0.
Nemotron 3 Nano Omni (free) can replace Nemotron 3 Ultra (batch) when lower sample workload cost matters most: $0.

Larger context near this budget

Grok 4.20 Multi-Agent offers 2M context with $2.5 sample workload cost.
Grok 4.20 offers 2M context with $2.5 sample workload cost.
DeepSeek V4 Flash 0731 offers 1.31M context with $0.1 sample workload cost.
GLM 5.3 Flash offers 1.31M context with $0.2 sample workload cost.

Popular competitors

DeepSeek V4 Flash 0731 · DeepSeek · #1
MiMo-V2.5 · Xiaomi · #2
Hy3 · Tencent · #3
DeepSeek V4 Flash 0423 · DeepSeek · #4

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

NVIDIA catalog

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

Open NVIDIA models

Ling 3.0 Flash Fin (free)

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...

Nemotron 3 Ultra (batch)

NVIDIA Nemotron 3 Ultra is an open frontier-reasoning and orchestration model from NVIDIA, with 55B active parameters out of 550B total (MoE). Built on a hybrid Transformer-Mamba mixture-of-experts architecture, it...