Model comparison

Nemotron 3 Ultra vs Qwen3.8 Max

Updated August 3, 2026. Public scores include evidence status and uncertainty. They are not guarantees for a specific workload.

Nemotron 3 Ultra

NVIDIA

43.5/100

Estimated · Public rank #160

90% interval 33.6–53.4

Qwen3.8 Max

Alibaba

65.4/100

Estimated · Public rank #31

90% interval 55.5–75.3

Qwen3.8 Max has the higher public score, 65.4 versus 43.52, and the 90% score intervals do not overlap.

7 results are shared. Category rows based on different benchmark sets are marked directional and do not name a winner.

Which one for your work

Recommendations appear only when a shared evidence basis or an explicit operating constraint supports the call. Secondary and unsupported use cases stay disclosed below the initial list.

No workload recommendation clears the current evidence threshold.

Use the matched evidence, workload costs, and sourced specifications below instead of treating a point score as a universal answer.

Show secondary and unsupported calls

Coding work
Code generation, repair, and software-engineering tasks
Not enough matched evidence
No shared weighted benchmark basis supports a winner.
Confidence: limited
Agentic work
Tool use, computer use, and multi-step task completion
Not enough matched evidence
No shared weighted benchmark basis supports a winner.
Confidence: limited
Long documents
Prompts that approach the documented context limit
No clear pick
The documented context windows are equal.
Confidence: documented
Chat turn cost
1K fresh input + 500 output tokens
Not enough matched evidence
A complete comparable API-rate estimate is not available for both models.
Confidence: listed-rates
Cache-heavy agent loop cost
200K cached + 20K fresh input + 10K output tokens
Not enough matched evidence
A complete comparable API-rate estimate is not available for both models.
Confidence: listed-rates
Repository review cost
50K fresh input + 3K output tokens
Not enough matched evidence
A complete comparable API-rate estimate is not available for both models.
Confidence: listed-rates

What is actually comparable

Shared results can support a head-to-head reading. Results present for only one model describe coverage, not superiority.

12 Nemotron 3 Ultra only

7 Shared

45 Qwen3.8 Max only

Shared results: 7
Nemotron 3 Ultra only: 12
Qwen3.8 Max only: 45
Like-for-like categories: 1 / 8

2 categories use different evidence sets. Those rows remain visible for coverage context but do not name a winner.

Category results, on a stated basis

Each row states whether both averages use the same weighted benchmark set. Directional and not-comparable rows remain visible, but they never receive a winner in this template.

Instruction following

Like-for-like

Nemotron 3 Ultra: 81.7
Qwen3.8 Max: 82.8
Weighted basis: 1 vs 1 rows
Reading: Qwen3.8 Max leads

Reasoning

Directional only

Nemotron 3 Ultra: 61.9
Qwen3.8 Max: 78.3
Weighted basis: 1 vs 2 rows
Reading: Directional only

Knowledge

Directional only

Nemotron 3 Ultra: 53.8
Qwen3.8 Max: 50.2
Weighted basis: 3 vs 2 rows
Reading: Directional only

Agentic

Not comparable

Nemotron 3 Ultra: 51.3
Qwen3.8 Max: 86.1
Weighted basis: 2 vs 1 rows
Reading: Not comparable

Coding

Not comparable

Nemotron 3 Ultra: 58.3
Qwen3.8 Max: 67.7
Weighted basis: 2 vs 1 rows
Reading: Not comparable

Math

Not comparable

Nemotron 3 Ultra: Not measured
Qwen3.8 Max: Not measured
Weighted basis: 0 vs 0 rows
Reading: Not comparable

Multilingual

Not comparable

Nemotron 3 Ultra: 83.0
Qwen3.8 Max: Not measured
Weighted basis: 1 vs 0 rows
Reading: Not comparable

Multimodal

Not comparable

Nemotron 3 Ultra: Not measured
Qwen3.8 Max: 86.3
Weighted basis: 0 vs 2 rows
Reading: Not comparable

Category averages with the server-provided evidence basis for Nemotron 3 Ultra and Qwen3.8 Max
Category	Nemotron 3 Ultra	Qwen3.8 Max	Weighted basis	Reading
Instruction following	81.7	82.8	Like-for-like1 vs 1 rows	Qwen3.8 Max leads
Reasoning	61.9	78.3	Directional only1 vs 2 rows	Directional only
Knowledge	53.8	50.2	Directional only3 vs 2 rows	Directional only
Agentic	51.3	86.1	Not comparable2 vs 1 rows	Not comparable
Coding	58.3	67.7	Not comparable2 vs 1 rows	Not comparable
Math	Not measured	Not measured	Not comparable0 vs 0 rows	Not comparable
Multilingual	83.0	Not measured	Not comparable1 vs 0 rows	Not comparable
Multimodal	Not measured	86.3	Not comparable0 vs 2 rows	Not comparable

Shape of the matched evidence

Only shared public evidence is shown. Sparse evidence stays a ruled list rather than being closed into a radar shape.

Too few matched category axes support a radar. The ruled list below shows only shared benchmark results; positions use each benchmark’s normalized display scale when available.

HLE
Knowledge
Nemotron 3 Ultra: 26.7%Qwen3.8 Max: 43.6%Normalized gap 16.9Nemotron 3 Ultra source Qwen3.8 Max source
GPQA
Knowledge
Nemotron 3 Ultra: 87%Qwen3.8 Max: 92.6%Normalized gap 5.6Nemotron 3 Ultra source Qwen3.8 Max source
LongBench v2
Reasoning
Nemotron 3 Ultra: 61.9%Qwen3.8 Max: 66.3%Normalized gap 4.4Nemotron 3 Ultra source Qwen3.8 Max source
IFBench
Instruction following
Nemotron 3 Ultra: 81.7%Qwen3.8 Max: 82.8%Normalized gap 1.1Nemotron 3 Ultra source Qwen3.8 Max source

What each workload costs

Three fixed token mixes turn per-token rates into comparable decisions. Each scenario states context fit and whether cached input had to fall back to the published list-input rate.

Chat turn

1K fresh input + 500 output tokens

Nemotron 3 Ultra: Self-hosted; infrastructure cost varies; Fits in one request
Qwen3.8 Max: API rate not published; Fits in one request

Nemotron 3 Ultra has no comparable published API token rate. Qwen3.8 Max has no comparable published API token rate.

Repository review

50K fresh input + 3K output tokens

Nemotron 3 Ultra: Self-hosted; infrastructure cost varies; Fits in one request
Qwen3.8 Max: API rate not published; Fits in one request

Nemotron 3 Ultra has no comparable published API token rate. Qwen3.8 Max has no comparable published API token rate.

Cache-heavy agent loop

200K cached + 20K fresh input + 10K output tokens

Nemotron 3 Ultra: Self-hosted; infrastructure cost varies; Fits in one request; Cached-input rate unavailable
Qwen3.8 Max: API rate not published; Fits in one request; Cached-input rate unavailable

Nemotron 3 Ultra has no comparable published API token rate. Qwen3.8 Max has no comparable published API token rate.

Specification differences

Sourced differences are shown directly. Missing facts stay explicit instead of being inferred from a model name or family.

SpecificationNemotron 3 UltraQwen3.8 Max

Context window

Maximum documented context; output-token limits may be lower.

Nemotron 3 Ultra

Qwen3.8 Max

Alibaba Cloud Model Studio pricing

API model ID

Nemotron 3 Ultra

Not sourced

Qwen3.8 Max

qwen3.8-max

Alibaba Cloud Model Studio pricing

Cached-input rate

A missing cached-input rate falls back to the listed input rate only in the stated workload estimate.

Nemotron 3 Ultra

No comparable hosted API rate

Qwen3.8 Max

No comparable hosted API rate

Alibaba Cloud Model Studio pricing

Documented inputs

Nemotron 3 Ultra

Not sourced

Qwen3.8 Max

Not sourced

Documented outputs

Nemotron 3 Ultra

Not sourced

Qwen3.8 Max

Not sourced

Provider availability

Nemotron 3 Ultra

Not sourced

Qwen3.8 Max

Not sourced

Reasoning profile

Nemotron 3 Ultra

Reasoning

Qwen3.8 Max

Reasoning

Weight access

Nemotron 3 Ultra

Open Weight

Qwen3.8 Max

Proprietary

License

Nemotron 3 Ultra

Open Weight

Qwen3.8 Max

Proprietary

Release date

Nemotron 3 Ultra

2026-06-04

Qwen3.8 Max

2026-08-03

If you already use one of these models

Deployment change: The models list different providers, so authentication, endpoint behavior, limits, and feature support may change.
Quality signal: Qwen3.8 Max has the higher public score, 65.4 versus 43.52, and the 90% score intervals do not overlap.
Workload cost: A complete comparable API-rate estimate is not available for both models.
Context tradeoff: Both models list 1M.

Run the same representative tasks against both endpoints before changing production traffic.

Benchmark evidence

The full public result ledger is available for audit without forcing a wide desktop table onto a phone.

Browse raw public benchmark evidence64 rows

Agentic

Terminal-Bench 2.0
Nemotron 3 Ultra56.4%
Source
Qwen3.8 Max—
Not directly comparable
PinchBench
Nemotron 3 Ultra90.0%
Source
Qwen3.8 Max—
Not directly comparable
BrowseComp
Nemotron 3 Ultra44.4%
Source
Qwen3.8 Max—
Not directly comparable
τ³-bench results
Nemotron 3 Ultra70.9%
Source
Qwen3.8 Max—
Not directly comparable
HLE w/ tools
Nemotron 3 Ultra37.4%
Source
Qwen3.8 Max56.2%
Source
Qwen3.8 Max leads this result
Terminal-Bench 2.1
Nemotron 3 Ultra—
Qwen3.8 Max86.6%
Source
Not directly comparable
CoWorkBench
Nemotron 3 Ultra—
Qwen3.8 Max74.8%
Source
Not directly comparable
JobBench
Nemotron 3 Ultra—
Qwen3.8 Max53.4%
Source
Not directly comparable
skillsBench
Nemotron 3 Ultra—
Qwen3.8 Max70.2%
Source
Not directly comparable
Agents' Last Exam
Nemotron 3 Ultra—
Qwen3.8 Max52.4%
Source
Not directly comparable
AutomationBench
Nemotron 3 Ultra—
Qwen3.8 Max27.3%
Source
Not directly comparable
Toolathlon-Verified
Nemotron 3 Ultra—
Qwen3.8 Max72.5%
Source
Not directly comparable
WideResearch
Nemotron 3 Ultra—
Qwen3.8 Max81.9%
Source
Not directly comparable
OSWorld-Verified
Nemotron 3 Ultra—
Qwen3.8 Max86.1%
Source
Not directly comparable
OSWorld 2.0
Nemotron 3 Ultra—
Qwen3.8 Max19.4%
Source
Not directly comparable
WebArena-Verified
Nemotron 3 Ultra—
Qwen3.8 Max66.8%
Source
Not directly comparable
AndroidWorld
Nemotron 3 Ultra—
Qwen3.8 Max85.3%
Source
Not directly comparable
MobileWorld
Nemotron 3 Ultra—
Qwen3.8 Max77.8%
Source
Not directly comparable

Coding

SWE-bench Verified
Nemotron 3 Ultra71.9%
Source
Qwen3.8 Max—
Not directly comparable
SWE Multilingual
Nemotron 3 Ultra67.7%
Source
Qwen3.8 Max—
Not directly comparable
LiveCodeBench v6
Nemotron 3 Ultra89.0%
Source
Qwen3.8 Max—
Not directly comparable
SciCode
Nemotron 3 Ultra44.6%
Source
Qwen3.8 Max—
Not directly comparable
Terminal-Bench 2.0
Nemotron 3 Ultra56.4%
Source
Qwen3.8 Max—
Not directly comparable
Terminal-Bench 2.1
Nemotron 3 Ultra—
Qwen3.8 Max86.6%
Source
Not directly comparable
SWE-bench Pro
Nemotron 3 Ultra—
Qwen3.8 Max67.7%
Source
Not directly comparable
deepSwe
Nemotron 3 Ultra—
Qwen3.8 Max56.6%
Source
Not directly comparable
NL2Repo
Nemotron 3 Ultra—
Qwen3.8 Max55.9%
Source
Not directly comparable
FrontierSWE
Nemotron 3 Ultra—
Qwen3.8 Max73.5%
Source
Not directly comparable
MLS-Bench Lite
Nemotron 3 Ultra—
Qwen3.8 Max41.0%
Source
Not directly comparable
PaperBench
Nemotron 3 Ultra—
Qwen3.8 Max93.0%
Source
Not directly comparable

Reasoning

CritPt
Nemotron 3 Ultra3.1%
Source
Qwen3.8 Max—
Not directly comparable
LongBench v2
Nemotron 3 Ultra61.9%
Source
Qwen3.8 Max66.3%
Source
Qwen3.8 Max leads this result
MRCRv2
Nemotron 3 Ultra—
Qwen3.8 Max92.9%
Source
Not directly comparable

Knowledge

GPQA
Nemotron 3 Ultra87%
Source
Qwen3.8 Max92.6%
Source
Qwen3.8 Max leads this result
GPQA-D
Nemotron 3 Ultra87.0%
Source
Qwen3.8 Max92.6%
Source
Qwen3.8 Max leads this result
HLE
Nemotron 3 Ultra26.7%
Source
Qwen3.8 Max43.6%
Source
Qwen3.8 Max leads this result
HLE w/o tools
Nemotron 3 Ultra26.7%
Source
Qwen3.8 Max43.6%
Source
Qwen3.8 Max leads this result
MMLU-Pro
Nemotron 3 Ultra86.8%
Source
Qwen3.8 Max—
Not directly comparable

Multilingual

MMLU-ProX
Nemotron 3 Ultra83%
Source
Qwen3.8 Max—
Not directly comparable

Multimodal

MMMU-Pro
Nemotron 3 Ultra—
Qwen3.8 Max82.3%
Source
Not directly comparable
MathVision
Nemotron 3 Ultra—
Qwen3.8 Max95.2%
Source
Not directly comparable
MathVision w/ Python
Nemotron 3 Ultra—
Qwen3.8 Max97.7%
Source
Not directly comparable
BabyVision
Nemotron 3 Ultra—
Qwen3.8 Max82.0%
Source
Not directly comparable
BabyVision w/ Python
Nemotron 3 Ultra—
Qwen3.8 Max91.3%
Source
Not directly comparable
ZeroBench
Nemotron 3 Ultra—
Qwen3.8 Max24.0%
Source
Not directly comparable
ZeroBench w/ Python
Nemotron 3 Ultra—
Qwen3.8 Max49.0%
Source
Not directly comparable
MedXpertQA (MM)
Nemotron 3 Ultra—
Qwen3.8 Max80.4%
Source
Not directly comparable
ScreenSpot Pro
Nemotron 3 Ultra—
Qwen3.8 Max84.5%
Source
Not directly comparable
Vision2Web
Nemotron 3 Ultra—
Qwen3.8 Max69.0%
Source
Not directly comparable
CharXiv w/o tools
Nemotron 3 Ultra—
Qwen3.8 Max88.4%
Source
Not directly comparable
CharXiv
Nemotron 3 Ultra—
Qwen3.8 Max93.5%
Source
Not directly comparable
OmniDocBench 1.5
Nemotron 3 Ultra—
Qwen3.8 Max92.1%
Source
Not directly comparable
OCRBench V2
Nemotron 3 Ultra—
Qwen3.8 Max74.2%
Source
Not directly comparable
CC-OCR
Nemotron 3 Ultra—
Qwen3.8 Max79.6%
Source
Not directly comparable
RealWorldQA
Nemotron 3 Ultra—
Qwen3.8 Max88.0%
Source
Not directly comparable
ERQA
Nemotron 3 Ultra—
Qwen3.8 Max77.8%
Source
Not directly comparable
SimpleVQA
Nemotron 3 Ultra—
Qwen3.8 Max75.0%
Source
Not directly comparable
PerceptionBench
Nemotron 3 Ultra—
Qwen3.8 Max63.5%
Source
Not directly comparable
Video-MME (with subtitle)
Nemotron 3 Ultra—
Qwen3.8 Max90.4%
Source
Not directly comparable
VideoMMMU
Nemotron 3 Ultra—
Qwen3.8 Max88.7%
Source
Not directly comparable
MMVU
Nemotron 3 Ultra—
Qwen3.8 Max82.4%
Source
Not directly comparable
MLVU (M-Avg)
Nemotron 3 Ultra—
Qwen3.8 Max90.8%
Source
Not directly comparable
LVBench
Nemotron 3 Ultra—
Qwen3.8 Max81.8%
Source
Not directly comparable

Instruction following

IFBench
Nemotron 3 Ultra81.7%
Source
Qwen3.8 Max82.8%
Source
Qwen3.8 Max leads this result

Frequently asked questions

Which is better, Nemotron 3 Ultra or Qwen3.8 Max?

Qwen3.8 Max has the higher public score, 65.4 versus 43.52, and the 90% score intervals do not overlap. That is the clearest overall quality signal in the current public data.

Which is better for coding, Nemotron 3 Ultra or Qwen3.8 Max?

The published evidence does not provide a shared weighted coding basis for both models, so BenchLM does not name a coding winner.

Which is better for agentic tasks, Nemotron 3 Ultra or Qwen3.8 Max?

The published evidence does not provide a shared weighted agentic tasks basis for both models, so BenchLM does not name a agentic tasks winner.

Which costs less, Nemotron 3 Ultra or Qwen3.8 Max?

Both models do not have comparable published API token rates, so this page does not name a universal price winner.

Which has the larger context window, Nemotron 3 Ultra or Qwen3.8 Max?

Both models list the same context window, 1M.

Related comparisons

Compare API pricing Read the methodology Open the model selector

Last updated August 3, 2026

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Nemotron 3 Ultra vs Qwen3.8 Max

Which one for your work

Coding work

Agentic work

Long documents

Chat turn cost

Cache-heavy agent loop cost

Repository review cost

What is actually comparable

Category results, on a stated basis

Instruction following

Reasoning

Knowledge

Agentic

Coding

Math

Multilingual

Multimodal

Shape of the matched evidence

What each workload costs

Chat turn

Repository review

Cache-heavy agent loop

Specification differences

Context window

API model ID

Cached-input rate

Documented inputs

Documented outputs

Provider availability

Reasoning profile

Weight access

License

Release date

Benchmark evidence

Agentic

Coding

Reasoning

Knowledge

Multilingual

Multimodal

Instruction following

Frequently asked questions

Which is better, Nemotron 3 Ultra or Qwen3.8 Max?

Which is better for coding, Nemotron 3 Ultra or Qwen3.8 Max?

Which is better for agentic tasks, Nemotron 3 Ultra or Qwen3.8 Max?

Which costs less, Nemotron 3 Ultra or Qwen3.8 Max?

Which has the larger context window, Nemotron 3 Ultra or Qwen3.8 Max?

Related comparisons

Watch Nemotron 3 Ultra vs Qwen3.8 Max