Instruction following
Like-for-like- Granite 4.2 8B
- 79.3
- Qwen3.8 Max
- 82.8
- Weighted basis
- 1 vs 1 rows
- Reading
- Qwen3.8 Max leads
Granite 4.2 8B vs Qwen3.8 Max
Updated August 31, 2026. Public scores include evidence status and uncertainty. They are not guarantees for a specific workload.
Decision reading
Qwen3.8 Max has the higher public score, 79.4 versus 46.88, and the 90% score intervals do not overlap.
5 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.
Long documents
Prompts that approach the documented context limit
Qwen3.8 Max
Qwen3.8 Max has the larger documented context window.
Confidence: documented
Show secondary and unsupported calls
Coding work
Code generation, repair, and software-engineering tasks
Not enough matched evidence
The category averages use different weighted benchmark sets, so they are directional rather than like-for-like.
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
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
The page does not recommend a cost winner because at least one model cannot fit the stated workload in one request. Granite 4.2 8B does not fit this workload in one request. Granite 4.2 8B has no comparable published API token rate. Qwen3.8 Max has no comparable published API token rate.
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.
9 Granite 4.2 8B only
5 Shared
49 Qwen3.8 Max only
- Shared results
- 5
- Granite 4.2 8B only
- 9
- Qwen3.8 Max only
- 49
- 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.
Coding
Directional only- Granite 4.2 8B
- 36.5
- Qwen3.8 Max
- 67.7
- Weighted basis
- 3 vs 1 rows
- Reading
- Directional only
Knowledge
Directional only- Granite 4.2 8B
- 72.2
- Qwen3.8 Max
- 50.2
- Weighted basis
- 2 vs 2 rows
- Reading
- Directional only
Agentic
Not comparable- Granite 4.2 8B
- Not measured
- Qwen3.8 Max
- 86.1
- Weighted basis
- 0 vs 1 rows
- Reading
- Not comparable
Reasoning
Not comparable- Granite 4.2 8B
- Not measured
- Qwen3.8 Max
- 78.3
- Weighted basis
- 0 vs 2 rows
- Reading
- Not comparable
Math
Not comparable- Granite 4.2 8B
- Not measured
- Qwen3.8 Max
- Not measured
- Weighted basis
- 0 vs 0 rows
- Reading
- Not comparable
Multilingual
Not comparable- Granite 4.2 8B
- Not measured
- Qwen3.8 Max
- Not measured
- Weighted basis
- 0 vs 0 rows
- Reading
- Not comparable
Multimodal
Not comparable- Granite 4.2 8B
- Not measured
- Qwen3.8 Max
- 86.3
- Weighted basis
- 0 vs 2 rows
- Reading
- Not comparable
| Category | Granite 4.2 8B | Qwen3.8 Max | Weighted basis | Reading |
|---|---|---|---|---|
| Instruction following | 79.3 | 82.8 | Like-for-like1 vs 1 rows | Qwen3.8 Max leads |
| Coding | 36.5 | 67.7 | Directional only3 vs 1 rows | Directional only |
| Knowledge | 72.2 | 50.2 | Directional only2 vs 2 rows | Directional only |
| Agentic | Not measured | 86.1 | Not comparable0 vs 1 rows | Not comparable |
| Reasoning | Not measured | 78.3 | Not comparable0 vs 2 rows | Not comparable |
| Math | Not measured | Not measured | Not comparable0 vs 0 rows | Not comparable |
| Multilingual | Not measured | Not measured | Not comparable0 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.
SWE-bench Pro
Coding
GPQA
Knowledge
IFBench
Instruction following
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
- Granite 4.2 8B
- Self-hosted; infrastructure cost varies
- Fits in one request
- Qwen3.8 Max
- API rate not published
- Fits in one request
Granite 4.2 8B 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
- Granite 4.2 8B
- Self-hosted; infrastructure cost varies
- Fits in one request
- Qwen3.8 Max
- API rate not published
- Fits in one request
Granite 4.2 8B 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
- Granite 4.2 8B
- Self-hosted; infrastructure cost varies
- Does not fit in one request
- Cached-input rate unavailable
- Qwen3.8 Max
- API rate not published
- Fits in one request
- Cached-input rate unavailable
Granite 4.2 8B does not fit this workload in one request. Granite 4.2 8B 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.
SpecificationGranite 4.2 8BQwen3.8 Max
Context window
Maximum documented context; output-token limits may be lower.
Granite 4.2 8B
Qwen3.8 Max
API model ID
Granite 4.2 8B
ibm-granite/granite-4.2-8b
IBM Granite 4.2 8B model cardQwen3.8 Max
qwen3.8-max
Alibaba Cloud Model Studio pricingCached-input rate
A missing cached-input rate falls back to the listed input rate only in the stated workload estimate.
Granite 4.2 8B
No comparable hosted API rate
IBM Granite 4.2 8B model cardQwen3.8 Max
No comparable hosted API rate
Alibaba Cloud Model Studio pricingDocumented inputs
Granite 4.2 8B
Not sourced
Qwen3.8 Max
Not sourced
Documented outputs
Granite 4.2 8B
Not sourced
Qwen3.8 Max
Not sourced
Provider availability
Granite 4.2 8B
Not sourced
Qwen3.8 Max
Not sourced
Reasoning profile
Granite 4.2 8B
Reasoning
Qwen3.8 Max
Reasoning
Weight access
Granite 4.2 8B
Open Weight
Qwen3.8 Max
Open Weight
License
Granite 4.2 8B
Open Weight
Qwen3.8 Max
Open Weight
Release date
Granite 4.2 8B
2026-08-25
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, 79.4 versus 46.88, and the 90% score intervals do not overlap.
- Workload cost
- A complete comparable API-rate estimate is not available for both models.
- Context tradeoff
- Qwen3.8 Max has the larger documented window (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 evidence63 rows
Agentic
Terminal-Bench 2.1
Granite 4.2 8B20.6%SourceQwen3.8 Max86.6%SourceQwen3.8 Max leads this result
τ³-bench results
Granite 4.2 8B58.1%SourceQwen3.8 Max—Not directly comparable
BFCL v4
Granite 4.2 8B52.4%SourceQwen3.8 Max—Not directly comparable
CoWorkBench
Granite 4.2 8B—Qwen3.8 Max74.8%SourceNot directly comparable
JobBench
Granite 4.2 8B—Qwen3.8 Max53.4%SourceNot directly comparable
skillsBench
Granite 4.2 8B—Qwen3.8 Max70.2%SourceNot directly comparable
Agents' Last Exam
Granite 4.2 8B—Qwen3.8 Max52.4%SourceNot directly comparable
AutomationBench
Granite 4.2 8B—Qwen3.8 Max27.3%SourceNot directly comparable
Toolathlon-Verified
Granite 4.2 8B—Qwen3.8 Max72.5%SourceNot directly comparable
WideResearch
Granite 4.2 8B—Qwen3.8 Max81.9%SourceNot directly comparable
HLE w/ tools
Granite 4.2 8B—Qwen3.8 Max56.2%SourceNot directly comparable
OSWorld-Verified
Granite 4.2 8B—Qwen3.8 Max86.1%SourceNot directly comparable
OSWorld 2.0
Granite 4.2 8B—Qwen3.8 Max19.4%SourceNot directly comparable
WebArena-Verified
Granite 4.2 8B—Qwen3.8 Max66.8%SourceNot directly comparable
AndroidWorld
Granite 4.2 8B—Qwen3.8 Max85.3%SourceNot directly comparable
MobileWorld
Granite 4.2 8B—Qwen3.8 Max77.8%SourceNot directly comparable
Coding
SWE-bench Verified
Granite 4.2 8B47.7%SourceQwen3.8 Max—Not directly comparable
SWE-bench Pro
Granite 4.2 8B19.1%SourceQwen3.8 Max67.7%SourceQwen3.8 Max leads this result
SWE Multilingual
Granite 4.2 8B30.8%SourceQwen3.8 Max—Not directly comparable
Terminal-Bench 2.1
Granite 4.2 8B20.6%SourceQwen3.8 Max86.6%SourceQwen3.8 Max leads this result
LiveCodeBench v6
Granite 4.2 8B73.2%SourceQwen3.8 Max—Not directly comparable
SciCode
Granite 4.2 8B36.1%SourceQwen3.8 Max—Not directly comparable
deepSwe
Granite 4.2 8B—Qwen3.8 Max56.6%SourceNot directly comparable
NL2Repo
Granite 4.2 8B—Qwen3.8 Max55.9%SourceNot directly comparable
FrontierSWE
Granite 4.2 8B—Qwen3.8 Max73.5%SourceNot directly comparable
MLS-Bench Lite
Granite 4.2 8B—Qwen3.8 Max41.0%SourceNot directly comparable
PaperBench
Granite 4.2 8B—Qwen3.8 Max93.0%SourceNot directly comparable
VulcanBench v3
Granite 4.2 8B—Qwen3.8 Max81.2%SourceNot directly comparable
OpenHarmony Bench
Granite 4.2 8B—Qwen3.8 Max60.8%SourceNot directly comparable
Reasoning
Knowledge
GPQA
Granite 4.2 8B64.1%SourceQwen3.8 Max92.6%SourceQwen3.8 Max leads this result
MMLU-Pro
Granite 4.2 8B74.0%SourceQwen3.8 Max—Not directly comparable
GPQA-D
Granite 4.2 8B—Qwen3.8 Max92.6%SourceNot directly comparable
HLE
Granite 4.2 8B—Qwen3.8 Max43.6%SourceNot directly comparable
HLE w/o tools
Granite 4.2 8B—Qwen3.8 Max43.6%SourceNot directly comparable
Math
Multimodal
MMMU-Pro
Granite 4.2 8B—Qwen3.8 Max82.3%SourceNot directly comparable
MathVision
Granite 4.2 8B—Qwen3.8 Max95.2%SourceNot directly comparable
MathVision w/ Python
Granite 4.2 8B—Qwen3.8 Max97.7%SourceNot directly comparable
BabyVision
Granite 4.2 8B—Qwen3.8 Max82.0%SourceNot directly comparable
BabyVision w/ Python
Granite 4.2 8B—Qwen3.8 Max91.3%SourceNot directly comparable
ZeroBench
Granite 4.2 8B—Qwen3.8 Max24.0%SourceNot directly comparable
ZeroBench w/ Python
Granite 4.2 8B—Qwen3.8 Max49.0%SourceNot directly comparable
MedXpertQA (MM)
Granite 4.2 8B—Qwen3.8 Max80.4%SourceNot directly comparable
ScreenSpot Pro
Granite 4.2 8B—Qwen3.8 Max84.5%SourceNot directly comparable
Vision2Web
Granite 4.2 8B—Qwen3.8 Max69.0%SourceNot directly comparable
CharXiv w/o tools
Granite 4.2 8B—Qwen3.8 Max88.4%SourceNot directly comparable
CharXiv
Granite 4.2 8B—Qwen3.8 Max93.5%SourceNot directly comparable
OmniDocBench 1.5
Granite 4.2 8B—Qwen3.8 Max92.1%SourceNot directly comparable
OCRBench V2
Granite 4.2 8B—Qwen3.8 Max74.2%SourceNot directly comparable
CC-OCR
Granite 4.2 8B—Qwen3.8 Max79.6%SourceNot directly comparable
RealWorldQA
Granite 4.2 8B—Qwen3.8 Max88.0%SourceNot directly comparable
ERQA
Granite 4.2 8B—Qwen3.8 Max77.8%SourceNot directly comparable
SimpleVQA
Granite 4.2 8B—Qwen3.8 Max75.0%SourceNot directly comparable
PerceptionBench
Granite 4.2 8B—Qwen3.8 Max63.5%SourceNot directly comparable
Video-MME (with subtitle)
Granite 4.2 8B—Qwen3.8 Max90.4%SourceNot directly comparable
VideoMMMU
Granite 4.2 8B—Qwen3.8 Max88.7%SourceNot directly comparable
MMVU
Granite 4.2 8B—Qwen3.8 Max82.4%SourceNot directly comparable
MLVU (M-Avg)
Granite 4.2 8B—Qwen3.8 Max90.8%SourceNot directly comparable
LVBench
Granite 4.2 8B—Qwen3.8 Max81.8%SourceNot directly comparable
Instruction following
Frequently asked questions
Which is better, Granite 4.2 8B or Qwen3.8 Max?
Qwen3.8 Max has the higher public score, 79.4 versus 46.88, 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, Granite 4.2 8B or Qwen3.8 Max?
The current coding averages use different weighted benchmark sets, so BenchLM does not name a winner from them. Read the shared benchmark rows directly and test the models on the same task set.
Which is better for agentic tasks, Granite 4.2 8B 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, Granite 4.2 8B 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, Granite 4.2 8B or Qwen3.8 Max?
Qwen3.8 Max has the larger documented context window: 1M, compared with 128K.
Related comparisons
Last updated August 31, 2026
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