Agentic
Like-for-like- Grok 4.20
- 47.1
- Qwen3.6 Plus
- 61.6
- Weighted basis
- 1 vs 1 rows
- Reading
- Qwen3.6 Plus leads
Five or fewer confirmed AI changes, with original sources, on mornings when something changed.A free source-linked morning brief.
Start free briefUpdated August 19, 2026. Public scores include evidence status and uncertainty. They are not guarantees for a specific workload.
Decision reading
Qwen3.6 Plus has the higher public score estimate, 64.81 versus 55.17, but the 90% score intervals overlap. Treat that as a lead, not a settled winner.
7 results are shared. Category rows based on different benchmark sets are marked directional and do not name a winner.
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.
Code generation, repair, and software-engineering tasks
Qwen3.6 Plus
Qwen3.6 Plus leads on the same 2 weighted benchmark rows.
Confidence: limited
Tool use, computer use, and multi-step task completion
Qwen3.6 Plus
Qwen3.6 Plus leads on the same 1 weighted benchmark row.
Confidence: limited
Prompts that approach the documented context limit
Grok 4.20
Grok 4.20 has the larger documented context window.
Confidence: documented
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
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: rate-fallback
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
Shared results can support a head-to-head reading. Results present for only one model describe coverage, not superiority.
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.
| Category | Grok 4.20 | Qwen3.6 Plus | Weighted basis | Reading |
|---|---|---|---|---|
| Agentic | 47.1 | 61.6 | Like-for-like1 vs 1 rows | Qwen3.6 Plus leads |
| Coding | 67.1 | 70.3 | Like-for-like2 vs 2 rows | Qwen3.6 Plus leads |
| Multimodal | 70.1 | 79.8 | Like-for-like2 vs 2 rows | Qwen3.6 Plus leads |
| Reasoning | 53.3 | 62.0 | Not comparable1 vs 1 rows | Not comparable |
| Knowledge | Not measured | 57.1 | Not comparable0 vs 4 rows | Not comparable |
| Math | Not measured | 60.5 | Not comparable0 vs 4 rows | Not comparable |
| Multilingual | Not measured | 84.7 | Not comparable0 vs 1 rows | Not comparable |
| Instruction following | Not measured | 82.3 | Not comparable0 vs 2 rows | Not comparable |
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.
CharXiv
Multimodal
Terminal-Bench 2.0
Agentic
SWE-bench Pro
Coding
MMMU-Pro
Multimodal
SWE-bench Verified
Coding
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.
1K fresh input + 500 output tokens
Qwen3.6 Plus has no comparable published API token rate.
50K fresh input + 3K output tokens
Qwen3.6 Plus has no comparable published API token rate.
200K cached + 20K fresh input + 10K output tokens
Grok 4.20 has no published cached-input rate, so cached tokens use its listed input rate. Qwen3.6 Plus has no comparable published API token rate.
Sourced differences are shown directly. Missing facts stay explicit instead of being inferred from a model name or family.
Maximum documented context; output-token limits may be lower.
Grok 4.20
2M
Qwen3.6 Plus
1M
Grok 4.20
Not sourced
Qwen3.6 Plus
Not sourced
A missing cached-input rate falls back to the listed input rate only in the stated workload estimate.
Grok 4.20
Not published
Qwen3.6 Plus
No comparable hosted API rate
Grok 4.20
Not sourced
Qwen3.6 Plus
Not sourced
Grok 4.20
Not sourced
Qwen3.6 Plus
Not sourced
Grok 4.20
Not sourced
Qwen3.6 Plus
Not sourced
Grok 4.20
Reasoning
Qwen3.6 Plus
Reasoning
Grok 4.20
Proprietary
Qwen3.6 Plus
Proprietary
Grok 4.20
Proprietary
Qwen3.6 Plus
Proprietary
Grok 4.20
2026-03-10
Qwen3.6 Plus
2026-04-02
Run the same representative tasks against both endpoints before changing production traffic.
The full public result ledger is available for audit without forcing a wide desktop table onto a phone.
Terminal-Bench 2.0
Qwen3.6 Plus leads this result
DeepSearchQA
Not directly comparable
Gert Labs
Shared sourceQwen3.6 Plus leads this result
Claw-Eval
Not directly comparable
QwenClawBench
Not directly comparable
τ³-bench results
Not directly comparable
VITA-Bench
Not directly comparable
DeepPlanning
Not directly comparable
Toolathlon
Not directly comparable
MCP Atlas
Not directly comparable
MCP-Tasks
Not directly comparable
WideResearch
Not directly comparable
ResearchClawBench
Not directly comparable
LiveCodeBench Pro
Not directly comparable
SWE-bench Verified
Qwen3.6 Plus leads this result
SWE-bench Pro
Qwen3.6 Plus leads this result
Vibe Code Bench
Shared sourceQwen3.6 Plus leads this result
SWE Multilingual
Not directly comparable
LiveCodeBench v6
Not directly comparable
EEBench
Not directly comparable
GPQA-D
Not directly comparable
HLE w/o tools
Not directly comparable
HealthBench Hard
Not directly comparable
MedXpertQA (Text)
Not directly comparable
GPQA
Not directly comparable
SuperGPQA
Not directly comparable
MMLU-Pro
Not directly comparable
MMLU-Redux
Not directly comparable
C-Eval
Not directly comparable
HLE
Not directly comparable
AIME26
Not directly comparable
HMMT Feb 2025
Not directly comparable
HMMT Nov 2025
Not directly comparable
HMMT Feb 2026
Not directly comparable
MMAnswerBench
Not directly comparable
FrontierMath v2 (Tiers 1-3)
Not directly comparable
FrontierMath v2 (Tier 4)
Not directly comparable
MMMU-Pro
Qwen3.6 Plus leads this result
CharXiv
Qwen3.6 Plus leads this result
ERQA
Not directly comparable
SimpleVQA
Not directly comparable
MedXpertQA (MM)
Not directly comparable
MMMU
Not directly comparable
MathVision
Not directly comparable
VideoMMMU
Not directly comparable
ScreenSpot Pro
Not directly comparable
V*
Not directly comparable
Qwen3.6 Plus has the higher public score estimate, 64.81 versus 55.17, but the 90% score intervals overlap. The higher estimate is not a decisive winner because the uncertainty ranges overlap.
Qwen3.6 Plus leads the like-for-like coding comparison across 2 shared weighted benchmark rows.
Qwen3.6 Plus leads the like-for-like agentic tasks comparison across 1 shared weighted benchmark row.
Both models do not have comparable published API token rates, so this page does not name a universal price winner.
Grok 4.20 has the larger documented context window: 2M, compared with 1M.
Last updated August 19, 2026
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