Qwen3.8 27B benchmarks & scores
Independent Qwen3.8 27B AI coding benchmark results Intelligence 52, Coding 68, Agentic 51, with a Vibe Coding Index of 58.9. Compare its overall rank, token price, context window, and practical agentic workflow strengths below.
Evidence confidence
Medium confidence
Complete core scores supported by one current verified source.
Catalog capabilities
What the model supports
Suite radar
Suite scores
Source record
Source. Artificial Analysis (artificialanalysis.ai) via OpenRouter (openrouter.ai/rankings).
TheVibeFather rankings
Qwen3.8 27B practical agentic coding scorecard
This is our algorithmic assessment of where Qwen3.8 27B ranks for common vibe coding and agentic engineering workflows. Every stable 0–10 score is calculated consistently from the sourced Intelligence, Coding, and Agentic signals above—never from an unsourced opinion score.
Small, well-defined code changes
Precision on scoped edits, fixes, and implementation tasks.
UI and CSS iteration
Front-end implementation with iterative tool-driven refinement.
Routine debugging
Diagnosing failures and turning reasoning into correct code changes.
Repository-wide refactors
Coordinating larger edits across files while preserving intent.
Architecture decisions
Reasoning through tradeoffs, constraints, and system-level choices.
Tool use and workflow execution
Planning and completing multi-step work with tools and feedback loops.
Long autonomous coding tasks
Sustaining coherent progress across longer agentic engineering runs.
Overall VibeFather rating
Our complete Vibe Coding Index, expressed on the same 0–10 practical scale.
We start with Intelligence, Coding, Agentic benchmark evidence, and preserve missing values as unverified.
Our code-controlled algorithm blends the native 0–100 signals by workflow and expresses the result on a stable 0–10 scale. Every required input must be present.
Each workflow score is ranked against every model with comparable evidence, so positions update when the benchmark field changes.
The Vibe Coding Index is TheVibeFather’s code-controlled 0–100 composite for practical coding and agentic capability. Price and adoption are reported independently and never alter quality. Exact weighting remains proprietary, inputs, missing-data behavior, and per-category ranks are disclosed here. Read the benchmark methodology →
Recorded score history
How Qwen3.8 27B has moved
No material score or rank change.
No material score or rank change.
Baseline snapshot recorded.
Where Qwen3.8 27B sits
Its bar stays full-color on each index while the rest of the field recedes. The price scatter below keeps the same highlight.
Intelligence
Artificial Analysis Intelligence Index · Higher is better
Claude Opus 5
Claude Opus 5
Anthropic
#1 of 115 · Intelligence 63.1
Intelligence 63.1 Coding 78 Agentic 59.2 VCI 68.4
Claude Fable 5
Claude Fable 5
Anthropic
#2 of 115 · Intelligence 62.1
Intelligence 62.1 Coding 76.5 Agentic 56.6 VCI 66.7
Grok 4.6
Grok 4.6
xAI
#3 of 115 · Intelligence 60.9
Intelligence 60.9 Coding 76.8 Agentic 58.7 VCI 67.3
GLM-5.3
GLM-5.3
Zhipu
#5 of 115 · Intelligence 59.5
Intelligence 59.5 Coding 74.8 Agentic 59.1 VCI 66.2
Qwen3.8 Max
Qwen3.8 Max
Alibaba
#7 of 115 · Intelligence 58.1
Intelligence 58.1 Coding 71.8 Agentic 58.4 VCI 64.4
Qwen3.8 2.4T A95B
Qwen3.8 2.4T A95B
Alibaba
#8 of 115 · Intelligence 57.7
Intelligence 57.7 Coding 71.9 Agentic 57.1 VCI 63.9
Claude Opus 4.8
Claude Opus 4.8
Anthropic
#9 of 115 · Intelligence 57.3
Intelligence 57.3 Coding 74.3 Agentic 49.4 VCI 62.2
Muse Spark 1.2
Muse Spark 1.2
Meta
#10 of 115 · Intelligence 57
Intelligence 57 Coding 71.8 Agentic 48.4 VCI 60.7
Muse Spark 1.2
Muse Spark 1.2
Meta
#11 of 115 · Intelligence 56.8
Intelligence 56.8 Coding 72.2 Agentic 49.3 VCI 61.1
Gemini 3.7 Flash
Gemini 3.7 Flash
Google
#14 of 115 · Intelligence 56
Intelligence 56 Coding 76.1 Agentic 45.1 VCI 61.2
Grok 4.5
Grok 4.5
xAI
#15 of 115 · Intelligence 55.8
Intelligence 55.8 Coding 72.4 Agentic 48.9 VCI 60.9
Claude Sonnet 5
Claude Sonnet 5
Anthropic
#16 of 115 · Intelligence 55.3
Intelligence 55.3 Coding 71.5 Agentic 49.7 VCI 60.6
Claude Opus 4.7
Claude Opus 4.7
Anthropic
#17 of 115 · Intelligence 55
Intelligence 55 Coding 73.6 Agentic 46.3 VCI 60.3
DeepSeek V4 Pro 0813
DeepSeek V4 Pro 0813
DeepSeek
#18 of 115 · Intelligence 53.2
Intelligence 53.2 Coding 68.8 Agentic 49.6 VCI 59
Muse Spark 1.1
Muse Spark 1.1
Meta
#19 of 115 · Intelligence 53.2
Intelligence 53.2 Coding 71.3 Agentic 39.7 VCI 56.6
GLM-5.2
GLM-5.2
Zhipu
#21 of 115 · Intelligence 52.6
Intelligence 52.6 Coding 68.8 Agentic 45.7 VCI 57.5
Qwen3.8 27B
Qwen3.8 27B
Alibaba
#23 of 115 · Intelligence 52
Intelligence 52 Coding 68.1 Agentic 50.9 VCI 58.9
Gemini 3.5 Flash
Gemini 3.5 Flash
Google
#24 of 115 · Intelligence 52
Intelligence 52 Coding 70.1 Agentic 39.7 VCI 55.8
DeepSeek V4 Flash 0731
DeepSeek V4 Flash 0731
DeepSeek
#25 of 115 · Intelligence 51.8
Intelligence 51.8 Coding 69.1 Agentic 48.4 VCI 58.4
Gemini 3.6 Flash
Gemini 3.6 Flash
Google
#26 of 115 · Intelligence 51.6
Intelligence 51.6 Coding 69.2 Agentic 40.5 VCI 55.6
Claude Sonnet 4.6
Claude Sonnet 4.6
Anthropic
#27 of 115 · Intelligence 48.4
Intelligence 48.4 Coding 63 Agentic 42.1 VCI 52.8
Gemini 3.1 Pro Preview
Gemini 3.1 Pro Preview
Google
#28 of 115 · Intelligence 47.7
Intelligence 47.7 Coding 68.8 Agentic 23 VCI 48.6
Coding
Vibe Bench Coding Index · Higher is better
Claude Opus 5
Claude Opus 5
Anthropic
#2 of 141 · Coding 78
Intelligence 63.1 Coding 78 Agentic 59.2 VCI 68.4
Grok 4.6
Grok 4.6
xAI
#3 of 141 · Coding 76.8
Intelligence 60.9 Coding 76.8 Agentic 58.7 VCI 67.3
Claude Fable 5
Claude Fable 5
Anthropic
#5 of 141 · Coding 76.5
Intelligence 62.1 Coding 76.5 Agentic 56.6 VCI 66.7
Gemini 3.7 Flash
Gemini 3.7 Flash
Google
#7 of 141 · Coding 76.1
Intelligence 56 Coding 76.1 Agentic 45.1 VCI 61.2
GLM-5.3
GLM-5.3
Zhipu
#9 of 141 · Coding 74.8
Intelligence 59.5 Coding 74.8 Agentic 59.1 VCI 66.2
Claude Opus 4.8
Claude Opus 4.8
Anthropic
#10 of 141 · Coding 74.3
Intelligence 57.3 Coding 74.3 Agentic 49.4 VCI 62.2
Claude Opus 4.7
Claude Opus 4.7
Anthropic
#11 of 141 · Coding 73.6
Intelligence 55 Coding 73.6 Agentic 46.3 VCI 60.3
Grok 4.5
Grok 4.5
xAI
#12 of 141 · Coding 72.4
Intelligence 55.8 Coding 72.4 Agentic 48.9 VCI 60.9
Muse Spark 1.2
Muse Spark 1.2
Meta
#13 of 141 · Coding 72.2
Intelligence 56.8 Coding 72.2 Agentic 49.3 VCI 61.1
Qwen3.8 2.4T A95B
Qwen3.8 2.4T A95B
Alibaba
#14 of 141 · Coding 71.9
Intelligence 57.7 Coding 71.9 Agentic 57.1 VCI 63.9
Qwen3.8 Max
Qwen3.8 Max
Alibaba
#15 of 141 · Coding 71.8
Intelligence 58.1 Coding 71.8 Agentic 58.4 VCI 64.4
Muse Spark 1.2
Muse Spark 1.2
Meta
#16 of 141 · Coding 71.8
Intelligence 57 Coding 71.8 Agentic 48.4 VCI 60.7
Claude Sonnet 5
Claude Sonnet 5
Anthropic
#17 of 141 · Coding 71.5
Intelligence 55.3 Coding 71.5 Agentic 49.7 VCI 60.6
Muse Spark 1.1
Muse Spark 1.1
Meta
#19 of 141 · Coding 71.3
Intelligence 53.2 Coding 71.3 Agentic 39.7 VCI 56.6
Gemini 3.5 Flash
Gemini 3.5 Flash
Google
#21 of 141 · Coding 70.1
Intelligence 52 Coding 70.1 Agentic 39.7 VCI 55.8
Gemini 3.6 Flash
Gemini 3.6 Flash
Google
#22 of 141 · Coding 69.2
Intelligence 51.6 Coding 69.2 Agentic 40.5 VCI 55.6
DeepSeek V4 Flash 0731
DeepSeek V4 Flash 0731
DeepSeek
#23 of 141 · Coding 69.1
Intelligence 51.8 Coding 69.1 Agentic 48.4 VCI 58.4
DeepSeek V4 Pro 0813
DeepSeek V4 Pro 0813
DeepSeek
#24 of 141 · Coding 68.8
Intelligence 53.2 Coding 68.8 Agentic 49.6 VCI 59
GLM-5.2
GLM-5.2
Zhipu
#25 of 141 · Coding 68.8
Intelligence 52.6 Coding 68.8 Agentic 45.7 VCI 57.5
Gemini 3.1 Pro Preview
Gemini 3.1 Pro Preview
Google
#26 of 141 · Coding 68.8
Intelligence 47.7 Coding 68.8 Agentic 23 VCI 48.6
Qwen3.8 27B
Qwen3.8 27B
Alibaba
#27 of 141 · Coding 68.1
Intelligence 52 Coding 68.1 Agentic 50.9 VCI 58.9
Qwen3.7 Max
Qwen3.7 Max
Alibaba
#28 of 141 · Coding 66
Intelligence 46.7 Coding 66 Agentic 30.9 VCI 49.9
Agentic
Artificial Analysis Agentic Index · Higher is better
Claude Opus 5
Claude Opus 5
Anthropic
#1 of 116 · Agentic 59.2
Intelligence 63.1 Coding 78 Agentic 59.2 VCI 68.4
GLM-5.3
GLM-5.3
Zhipu
#2 of 116 · Agentic 59.1
Intelligence 59.5 Coding 74.8 Agentic 59.1 VCI 66.2
Grok 4.6
Grok 4.6
xAI
#3 of 116 · Agentic 58.7
Intelligence 60.9 Coding 76.8 Agentic 58.7 VCI 67.3
Qwen3.8 Max
Qwen3.8 Max
Alibaba
#4 of 116 · Agentic 58.4
Intelligence 58.1 Coding 71.8 Agentic 58.4 VCI 64.4
Qwen3.8 2.4T A95B
Qwen3.8 2.4T A95B
Alibaba
#5 of 116 · Agentic 57.1
Intelligence 57.7 Coding 71.9 Agentic 57.1 VCI 63.9
Claude Fable 5
Claude Fable 5
Anthropic
#6 of 116 · Agentic 56.6
Intelligence 62.1 Coding 76.5 Agentic 56.6 VCI 66.7
Qwen3.8 27B
Qwen3.8 27B
Alibaba
#9 of 116 · Agentic 50.9
Intelligence 52 Coding 68.1 Agentic 50.9 VCI 58.9
Claude Sonnet 5
Claude Sonnet 5
Anthropic
#11 of 116 · Agentic 49.7
Intelligence 55.3 Coding 71.5 Agentic 49.7 VCI 60.6
DeepSeek V4 Pro 0813
DeepSeek V4 Pro 0813
DeepSeek
#12 of 116 · Agentic 49.6
Intelligence 53.2 Coding 68.8 Agentic 49.6 VCI 59
Claude Opus 4.8
Claude Opus 4.8
Anthropic
#13 of 116 · Agentic 49.4
Intelligence 57.3 Coding 74.3 Agentic 49.4 VCI 62.2
Muse Spark 1.2
Muse Spark 1.2
Meta
#14 of 116 · Agentic 49.3
Intelligence 56.8 Coding 72.2 Agentic 49.3 VCI 61.1
Grok 4.5
Grok 4.5
xAI
#15 of 116 · Agentic 48.9
Intelligence 55.8 Coding 72.4 Agentic 48.9 VCI 60.9
Muse Spark 1.2
Muse Spark 1.2
Meta
#16 of 116 · Agentic 48.4
Intelligence 57 Coding 71.8 Agentic 48.4 VCI 60.7
DeepSeek V4 Flash 0731
DeepSeek V4 Flash 0731
DeepSeek
#17 of 116 · Agentic 48.4
Intelligence 51.8 Coding 69.1 Agentic 48.4 VCI 58.4
Claude Opus 4.7
Claude Opus 4.7
Anthropic
#20 of 116 · Agentic 46.3
Intelligence 55 Coding 73.6 Agentic 46.3 VCI 60.3
GLM-5.2
GLM-5.2
Zhipu
#21 of 116 · Agentic 45.7
Intelligence 52.6 Coding 68.8 Agentic 45.7 VCI 57.5
Gemini 3.7 Flash
Gemini 3.7 Flash
Google
#22 of 116 · Agentic 45.1
Intelligence 56 Coding 76.1 Agentic 45.1 VCI 61.2
Claude Sonnet 4.6
Claude Sonnet 4.6
Anthropic
#24 of 116 · Agentic 42.1
Intelligence 48.4 Coding 63 Agentic 42.1 VCI 52.8
Gemini 3.6 Flash
Gemini 3.6 Flash
Google
#25 of 116 · Agentic 40.5
Intelligence 51.6 Coding 69.2 Agentic 40.5 VCI 55.6
Muse Spark 1.1
Muse Spark 1.1
Meta
#26 of 116 · Agentic 39.7
Intelligence 53.2 Coding 71.3 Agentic 39.7 VCI 56.6
Gemini 3.5 Flash
Gemini 3.5 Flash
Google
#27 of 116 · Agentic 39.7
Intelligence 52 Coding 70.1 Agentic 39.7 VCI 55.8
DeepSeek V4 Pro
DeepSeek V4 Pro
DeepSeek
#28 of 116 · Agentic 37.8
Intelligence 45.3 Coding 59.4 Agentic 37.8 VCI 49
Vibe Coding Index
Weighted Intelligence, Coding and Agentic · Higher is better
Claude Opus 5
Claude Opus 5
Anthropic
#1 of 115 · Vibe Coding Index 68.4
Intelligence 63.1 Coding 78 Agentic 59.2 VCI 68.4
Grok 4.6
Grok 4.6
xAI
#2 of 115 · Vibe Coding Index 67.3
Intelligence 60.9 Coding 76.8 Agentic 58.7 VCI 67.3
Claude Fable 5
Claude Fable 5
Anthropic
#3 of 115 · Vibe Coding Index 66.7
Intelligence 62.1 Coding 76.5 Agentic 56.6 VCI 66.7
GLM-5.3
GLM-5.3
Zhipu
#4 of 115 · Vibe Coding Index 66.2
Intelligence 59.5 Coding 74.8 Agentic 59.1 VCI 66.2
Qwen3.8 Max
Qwen3.8 Max
Alibaba
#7 of 115 · Vibe Coding Index 64.4
Intelligence 58.1 Coding 71.8 Agentic 58.4 VCI 64.4
Qwen3.8 2.4T A95B
Qwen3.8 2.4T A95B
Alibaba
#8 of 115 · Vibe Coding Index 63.9
Intelligence 57.7 Coding 71.9 Agentic 57.1 VCI 63.9
Claude Opus 4.8
Claude Opus 4.8
Anthropic
#10 of 115 · Vibe Coding Index 62.2
Intelligence 57.3 Coding 74.3 Agentic 49.4 VCI 62.2
Gemini 3.7 Flash
Gemini 3.7 Flash
Google
#12 of 115 · Vibe Coding Index 61.2
Intelligence 56 Coding 76.1 Agentic 45.1 VCI 61.2
Muse Spark 1.2
Muse Spark 1.2
Meta
#13 of 115 · Vibe Coding Index 61.1
Intelligence 56.8 Coding 72.2 Agentic 49.3 VCI 61.1
Grok 4.5
Grok 4.5
xAI
#14 of 115 · Vibe Coding Index 60.9
Intelligence 55.8 Coding 72.4 Agentic 48.9 VCI 60.9
Muse Spark 1.2
Muse Spark 1.2
Meta
#15 of 115 · Vibe Coding Index 60.7
Intelligence 57 Coding 71.8 Agentic 48.4 VCI 60.7
Claude Sonnet 5
Claude Sonnet 5
Anthropic
#16 of 115 · Vibe Coding Index 60.6
Intelligence 55.3 Coding 71.5 Agentic 49.7 VCI 60.6
Claude Opus 4.7
Claude Opus 4.7
Anthropic
#17 of 115 · Vibe Coding Index 60.3
Intelligence 55 Coding 73.6 Agentic 46.3 VCI 60.3
DeepSeek V4 Pro 0813
DeepSeek V4 Pro 0813
DeepSeek
#19 of 115 · Vibe Coding Index 59
Intelligence 53.2 Coding 68.8 Agentic 49.6 VCI 59
Qwen3.8 27B
Qwen3.8 27B
Alibaba
#20 of 115 · Vibe Coding Index 58.9
Intelligence 52 Coding 68.1 Agentic 50.9 VCI 58.9
DeepSeek V4 Flash 0731
DeepSeek V4 Flash 0731
DeepSeek
#21 of 115 · Vibe Coding Index 58.4
Intelligence 51.8 Coding 69.1 Agentic 48.4 VCI 58.4
GLM-5.2
GLM-5.2
Zhipu
#23 of 115 · Vibe Coding Index 57.5
Intelligence 52.6 Coding 68.8 Agentic 45.7 VCI 57.5
Muse Spark 1.1
Muse Spark 1.1
Meta
#24 of 115 · Vibe Coding Index 56.6
Intelligence 53.2 Coding 71.3 Agentic 39.7 VCI 56.6
Gemini 3.5 Flash
Gemini 3.5 Flash
Google
#25 of 115 · Vibe Coding Index 55.8
Intelligence 52 Coding 70.1 Agentic 39.7 VCI 55.8
Gemini 3.6 Flash
Gemini 3.6 Flash
Google
#26 of 115 · Vibe Coding Index 55.6
Intelligence 51.6 Coding 69.2 Agentic 40.5 VCI 55.6
Claude Sonnet 4.6
Claude Sonnet 4.6
Anthropic
#27 of 115 · Vibe Coding Index 52.8
Intelligence 48.4 Coding 63 Agentic 42.1 VCI 52.8
Qwen3.7 Max
Qwen3.7 Max
Alibaba
#28 of 115 · Vibe Coding Index 49.9
Intelligence 46.7 Coding 66 Agentic 30.9 VCI 49.9
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Model benchmark FAQ
Qwen3.8 27B for vibe coding and agentic engineering
Answers update from this model’s current sourced scores, practical rankings, and verified pricing.
What is Qwen3.8 27B's Vibe Coding Index?
Qwen3.8 27B has a Vibe Coding Index of 58.9/100 and is #20 of 115 in the current field. The index is TheVibeFather's stable composite for practical AI coding, combining independently sourced Intelligence, Coding, and Agentic benchmark signals. Price and adoption are compared separately and never inflate the quality score.
How does Qwen3.8 27B rank for vibe coding?
For vibe coding, Qwen3.8 27B's strongest practical area is UI and CSS iteration at 6.5/10, ranking #23 of 116 models in TheVibeFather rankings.
Is Qwen3.8 27B good for agentic coding and autonomous tasks?
Qwen3.8 27B scores 5.5/10 for tool use and workflow execution and 5.1/10 for long autonomous coding tasks. Those categories emphasize the Agentic benchmark signal used for multi-step planning, tool calls, edits, tests, and feedback loops.
What coding benchmark scores does Qwen3.8 27B have?
The current sourced benchmark profile for Qwen3.8 27B is Intelligence 52/100, Coding 68/100, Agentic 51/100. TheVibeFather converts those 0–100 signals into consistent practical 0–10 workflow scores so models can be compared for real agentic engineering work.
How much does Qwen3.8 27B cost for agentic engineering?
The current benchmark uses a 3 to 1 input-to-output blend of $1.21 per million blended tokens. That places it #78 of 127 by price, where a lower rank number means less expensive.
Are vibe coding, agentic coding, and agentic engineering the same?
They describe overlapping AI-assisted software workflows. Vibe coding emphasizes directing software through intent and iteration, agentic coding emphasizes a model planning and executing multi-step work with tools, agentic engineering is the broader discipline of designing, supervising, and validating those workflows. TheVibeFather benchmarks the shared capabilities behind all three terms on every model page, including Qwen3.8 27B.