API cost decision in 10 seconds

NewQwen3.8 Flash vs Nemotron 3.5 Content Safety

Pick Nemotron 3.5 Content Safety for lower cost; pick Qwen3.8 Flash only if the larger context window matters more.

Page updated: 2026-09-04T00:14:07Z Data confirmed: 2026-09-04T01:07:43Z Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Nemotron 3.5 Content Safety for lower cost; pick Qwen3.8 Flash only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Nemotron 3.5 Content Safety is estimated at $0.3 vs $0.39 for Qwen3.8 Flash, saving $0.08 (22.1% lower).

Cost-first pickNemotron 3.5 Content Safety

Context-first pickQwen3.8 Flash

Sample savings$0.0822.1%

10x traffic gap$0.85

Qwen3.8 Flash has more context, but Nemotron 3.5 Content Safety saves $0.08 on the standard workload. At 10x that traffic, the same price gap is about $0.85. 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 Qwen3.8 Flash, balanced workload favors Nemotron 3.5 Content Safety, and output-heavy chatbot favors Nemotron 3.5 Content Safety.

Workload shape	Token mix	Better pick	Qwen3.8 Flash	Nemotron 3.5 Content Safety
Input-heavy / RAG	5M input + 500K output	Qwen3.8 Flash	$0.98	$1.1
Balanced workload	1M input + 1M output	Nemotron 3.5 Content Safety	$0.62	$0.4
Output-heavy chatbot	1M input + 5M output	Nemotron 3.5 Content Safety	$2.5	$1.2

Cheaper input Qwen3.8 Flash $0.15 vs $0.2 / 1M

Qwen3.8 Flash is $0.05 cheaper per 1M input tokens (25% lower; 1.33x difference).

Cheaper output Nemotron 3.5 Content Safety $0.47 vs $0.2 / 1M

Nemotron 3.5 Content Safety is $0.27 cheaper per 1M output tokens (57.4% lower; 2.35x difference).

Larger context Qwen3.8 Flash 1M vs 131.07K

Qwen3.8 Flash has 868.93K more context (7.63x larger).

Sample workload Nemotron 3.5 Content Safety $0.39 vs $0.3

Nemotron 3.5 Content Safety is $0.08 cheaper on the standard workload (22.1% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.

Monthly input tokens Monthly output tokens

Qwen3.8 Flash Calculating… Estimated API cost

Nemotron 3.5 Content Safety 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

Qwen3.8 Flash has the lower input price; Nemotron 3.5 Content Safety has the lower output price; Qwen3.8 Flash offers the larger context window. For the 1M input plus 500K output sample, Nemotron 3.5 Content Safety is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0.39 for Qwen3.8 Flash and $0.3 for Nemotron 3.5 Content Safety.

Best Fit

Choose Qwen3.8 Flash when you care most about lower input-token price, and larger context window.

Choose Nemotron 3.5 Content Safety when you care most about lower output-token price.

Decision Notes

On the standard 1M input plus 500K output workload, Nemotron 3.5 Content Safety is estimated at $0.3 vs $0.39 for Qwen3.8 Flash, saving $0.08 (22.1% lower).
Nemotron 3.5 Content Safety is $0.08 cheaper on the standard workload (22.1% lower).
Qwen3.8 Flash is $0.05 cheaper per 1M input tokens (25% lower; 1.33x difference).
Nemotron 3.5 Content Safety is $0.27 cheaper per 1M output tokens (57.4% lower; 2.35x difference).
Qwen3.8 Flash has 868.93K more context (7.63x larger).

Head-to-Head Specs

Feature	NewQwen3.8 Flash (Qwen)	Nemotron 3.5 Content Safety (NVIDIA)
Input Price prompt tokens per 1M	$0.15	$0.2
Completion Price per 1M tokens	$0.47	$0.2
Sample Workload Cost 1M input + 500K output	$0.39	$0.3
Context Window	1M	131.07K
Release Date	2026-08-26	2026-06-04

Use-Case Decision Matrix

Use case	Better pick	Why
Budget-constrained production	Nemotron 3.5 Content Safety	On the standard 1M input plus 500K output workload, Nemotron 3.5 Content Safety is estimated at $0.3 vs $0.39 for Qwen3.8 Flash, saving $0.08 (22.1% lower).
High-volume input processing	Qwen3.8 Flash	Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbots	Nemotron 3.5 Content Safety	Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document work	Qwen3.8 Flash	A larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps

Qwen3 Next 80B A3B Instruct (free) can replace Qwen3.8 Flash when lower sample workload cost matters most: $0.
Qwen3 Coder 480B A35B (free) can replace Qwen3.8 Flash when lower sample workload cost matters most: $0.
Qwen3.7 Flash can replace Qwen3.8 Flash when lower sample workload cost matters most: $0.1.
Qwen3 30B A3B Instruct 2507 can replace Qwen3.8 Flash when lower sample workload cost matters most: $0.14.

Larger context near this budget

GLM 5.3 Flash offers 1.31M context with $0.2 sample workload cost.
DeepSeek V4 Flash 0731 offers 1.31M context with $0.15 sample workload cost.
GLM Flash Latest offers 1.31M context with $0.2 sample workload cost.
DeepSeek V4 Flash Latest offers 1.31M context with $0.13 sample workload cost.

Popular competitors

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

Cheaper alternatives

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Larger context alternatives

Find models with larger context windows for RAG, long documents, and codebase review.

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Provider catalogs

Compare models within provider hubs before choosing a final API vendor.

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Qwen catalog

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

Open Qwen models

NVIDIA catalog

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

Open NVIDIA models

Qwen3.8 Flash

Qwen3.8 Flash is a multimodal reasoning model from Alibaba. It is suited for coding assistance, agentic workflows, visual understanding, document and codebase analysis, desktop interaction, chart analysis, and long-video analysis.

Nemotron 3.5 Content Safety

NVIDIA Nemotron 3.5 Content Safety is a compact 4B-parameter multimodal guardrail model from NVIDIA, fine-tuned from Google Gemma-3-4B. It moderates both inputs to and responses from LLMs and VLMs, accepting...