Gemini 3.7 Flash benchmarks & scores
Independent Gemini 3.7 Flash AI coding benchmark results Intelligence 56, Coding 79, Agentic 45, with a Vibe Coding Index of 62.5. 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
Task placements
Where Gemini 3.7 Flash places outside the VCI blend
Head-to-head preference boards that never rewrite the suite scores above — Arena Code WebDev and Design Arena categories only.
Arena Code WebDev
PreliminaryHuman preference for web development outputs. Separate from Artificial Analysis coding until blended into the published Coding suite score.
Coding suite score above (78.9, multi-source index) includes this signal when current.
Design Arena categories
Task leaderboards for Gemini 3.7 Flash
Website, UI, game, data viz, and other tournament boards — not used in the Vibe Coding Index formula.
No Design Arena category row is matched to Gemini 3.7 Flash yet. Browse the web development and other category boards for the wider field.
Source record
Source. Artificial Analysis (artificialanalysis.ai) via OpenRouter (openrouter.ai/rankings).
TheVibeFather rankings
Gemini 3.7 Flash practical agentic coding scorecard
This is our algorithmic assessment of where Gemini 3.7 Flash 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 Gemini 3.7 Flash has moved
No material score or rank change.
Baseline snapshot recorded.
Where Gemini 3.7 Flash 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 103 · Intelligence 63.1
Intelligence 63.1 Coding 85.2 Agentic 59.2 VCI 71.7
Claude Fable 5
Claude Fable 5
Anthropic
#2 of 103 · Intelligence 62.1
Intelligence 62.1 Coding 81.1 Agentic 56.6 VCI 68.7
Grok 4.6
Grok 4.6
xAI
#3 of 103 · Intelligence 60.9
Intelligence 60.9 Coding 76.8 Agentic 58.7 VCI 67.3
Qwen3.8 Max
Qwen3.8 Max
Alibaba
#6 of 103 · Intelligence 58.1
Intelligence 58.1 Coding 80.1 Agentic 58.4 VCI 68.1
Claude Opus 4.8
Claude Opus 4.8
Anthropic
#7 of 103 · Intelligence 57.3
Intelligence 57.3 Coding 76.5 Agentic 49.4 VCI 63.2
Muse Spark 1.2
Muse Spark 1.2
Meta
#8 of 103 · Intelligence 57
Intelligence 57 Coding 71.8 Agentic 48.4 VCI 60.7
Gemini 3.7 Flash
Gemini 3.7 Flash
Google
#11 of 103 · Intelligence 56
Intelligence 56 Coding 78.9 Agentic 45.1 VCI 62.5
Grok 4.5
Grok 4.5
xAI
#12 of 103 · Intelligence 55.8
Intelligence 55.8 Coding 74.7 Agentic 48.9 VCI 61.9
Claude Sonnet 5
Claude Sonnet 5
Anthropic
#13 of 103 · Intelligence 55.3
Intelligence 55.3 Coding 73.5 Agentic 49.7 VCI 61.5
Claude Opus 4.7
Claude Opus 4.7
Anthropic
#14 of 103 · Intelligence 55
Intelligence 55 Coding 75.7 Agentic 46.3 VCI 61.3
DeepSeek V4 Pro 0813
DeepSeek V4 Pro 0813
DeepSeek
#15 of 103 · Intelligence 53.2
Intelligence 53.2 Coding 68.8 Agentic 49.6 VCI 59
Muse Spark 1.1
Muse Spark 1.1
Meta
#16 of 103 · Intelligence 53.2
Intelligence 53.2 Coding 73.3 Agentic 39.7 VCI 57.5
GLM-5.2
GLM-5.2
Zhipu
#18 of 103 · Intelligence 52.6
Intelligence 52.6 Coding 74.1 Agentic 45.7 VCI 59.9
Gemini 3.5 Flash
Gemini 3.5 Flash
Google
#20 of 103 · Intelligence 52
Intelligence 52 Coding 70.9 Agentic 39.7 VCI 56.2
DeepSeek V4 Flash 0731
DeepSeek V4 Flash 0731
DeepSeek
#21 of 103 · Intelligence 51.8
Intelligence 51.8 Coding 69.1 Agentic 48.4 VCI 58.4
Gemini 3.6 Flash
Gemini 3.6 Flash
Google
#22 of 103 · Intelligence 51.6
Intelligence 51.6 Coding 71.9 Agentic 40.5 VCI 56.9
Claude Sonnet 4.6
Claude Sonnet 4.6
Anthropic
#23 of 103 · Intelligence 48.4
Intelligence 48.4 Coding 67.2 Agentic 42.1 VCI 54.7
Gemini 3.1 Pro Preview
Gemini 3.1 Pro Preview
Google
#24 of 103 · Intelligence 47.7
Intelligence 47.7 Coding 67.1 Agentic 23 VCI 47.8
Qwen3.7 Max
Qwen3.7 Max
Alibaba
#25 of 103 · Intelligence 46.7
Intelligence 46.7 Coding 68.8 Agentic 30.9 VCI 51.1
MiniMax-M3
MiniMax-M3
MiniMax
#26 of 103 · Intelligence 45.4
Intelligence 45.4 Coding 62.6 Agentic 36.1 VCI 49.9
Coding
Vibe Bench Coding Index · Higher is better
Claude Opus 5
Claude Opus 5
Anthropic
#1 of 134 · Coding 85.2
Intelligence 63.1 Coding 85.2 Agentic 59.2 VCI 71.7
Claude Fable 5
Claude Fable 5
Anthropic
#4 of 134 · Coding 81.1
Intelligence 62.1 Coding 81.1 Agentic 56.6 VCI 68.7
Qwen3.8 Max
Qwen3.8 Max
Alibaba
#5 of 134 · Coding 80.1
Intelligence 58.1 Coding 80.1 Agentic 58.4 VCI 68.1
Gemini 3.7 Flash
Gemini 3.7 Flash
Google
#6 of 134 · Coding 78.9
Intelligence 56 Coding 78.9 Agentic 45.1 VCI 62.5
Grok 4.6
Grok 4.6
xAI
#7 of 134 · Coding 76.8
Intelligence 60.9 Coding 76.8 Agentic 58.7 VCI 67.3
Claude Opus 4.8
Claude Opus 4.8
Anthropic
#8 of 134 · Coding 76.5
Intelligence 57.3 Coding 76.5 Agentic 49.4 VCI 63.2
Claude Opus 4.7
Claude Opus 4.7
Anthropic
#10 of 134 · Coding 75.7
Intelligence 55 Coding 75.7 Agentic 46.3 VCI 61.3
Grok 4.5
Grok 4.5
xAI
#11 of 134 · Coding 74.7
Intelligence 55.8 Coding 74.7 Agentic 48.9 VCI 61.9
GLM-5.2
GLM-5.2
Zhipu
#13 of 134 · Coding 74.1
Intelligence 52.6 Coding 74.1 Agentic 45.7 VCI 59.9
Claude Sonnet 5
Claude Sonnet 5
Anthropic
#14 of 134 · Coding 73.5
Intelligence 55.3 Coding 73.5 Agentic 49.7 VCI 61.5
Muse Spark 1.1
Muse Spark 1.1
Meta
#15 of 134 · Coding 73.3
Intelligence 53.2 Coding 73.3 Agentic 39.7 VCI 57.5
Gemini 3.6 Flash
Gemini 3.6 Flash
Google
#17 of 134 · Coding 71.9
Intelligence 51.6 Coding 71.9 Agentic 40.5 VCI 56.9
Muse Spark 1.2
Muse Spark 1.2
Meta
#18 of 134 · Coding 71.8
Intelligence 57 Coding 71.8 Agentic 48.4 VCI 60.7
Gemini 3.5 Flash
Gemini 3.5 Flash
Google
#19 of 134 · Coding 70.9
Intelligence 52 Coding 70.9 Agentic 39.7 VCI 56.2
DeepSeek V4 Flash 0731
DeepSeek V4 Flash 0731
DeepSeek
#21 of 134 · Coding 69.1
Intelligence 51.8 Coding 69.1 Agentic 48.4 VCI 58.4
DeepSeek V4 Pro 0813
DeepSeek V4 Pro 0813
DeepSeek
#22 of 134 · Coding 68.8
Intelligence 53.2 Coding 68.8 Agentic 49.6 VCI 59
Qwen3.7 Max
Qwen3.7 Max
Alibaba
#23 of 134 · Coding 68.8
Intelligence 46.7 Coding 68.8 Agentic 30.9 VCI 51.1
Claude Sonnet 4.6
Claude Sonnet 4.6
Anthropic
#24 of 134 · Coding 67.2
Intelligence 48.4 Coding 67.2 Agentic 42.1 VCI 54.7
Gemini 3.1 Pro Preview
Gemini 3.1 Pro Preview
Google
#25 of 134 · Coding 67.1
Intelligence 47.7 Coding 67.1 Agentic 23 VCI 47.8
Agentic
Artificial Analysis Agentic Index · Higher is better
Claude Opus 5
Claude Opus 5
Anthropic
#1 of 104 · Agentic 59.2
Intelligence 63.1 Coding 85.2 Agentic 59.2 VCI 71.7
Grok 4.6
Grok 4.6
xAI
#2 of 104 · Agentic 58.7
Intelligence 60.9 Coding 76.8 Agentic 58.7 VCI 67.3
Qwen3.8 Max
Qwen3.8 Max
Alibaba
#3 of 104 · Agentic 58.4
Intelligence 58.1 Coding 80.1 Agentic 58.4 VCI 68.1
Claude Fable 5
Claude Fable 5
Anthropic
#4 of 104 · Agentic 56.6
Intelligence 62.1 Coding 81.1 Agentic 56.6 VCI 68.7
Claude Sonnet 5
Claude Sonnet 5
Anthropic
#8 of 104 · Agentic 49.7
Intelligence 55.3 Coding 73.5 Agentic 49.7 VCI 61.5
DeepSeek V4 Pro 0813
DeepSeek V4 Pro 0813
DeepSeek
#9 of 104 · Agentic 49.6
Intelligence 53.2 Coding 68.8 Agentic 49.6 VCI 59
Claude Opus 4.8
Claude Opus 4.8
Anthropic
#10 of 104 · Agentic 49.4
Intelligence 57.3 Coding 76.5 Agentic 49.4 VCI 63.2
Grok 4.5
Grok 4.5
xAI
#11 of 104 · Agentic 48.9
Intelligence 55.8 Coding 74.7 Agentic 48.9 VCI 61.9
Muse Spark 1.2
Muse Spark 1.2
Meta
#12 of 104 · Agentic 48.4
Intelligence 57 Coding 71.8 Agentic 48.4 VCI 60.7
DeepSeek V4 Flash 0731
DeepSeek V4 Flash 0731
DeepSeek
#13 of 104 · Agentic 48.4
Intelligence 51.8 Coding 69.1 Agentic 48.4 VCI 58.4
Claude Opus 4.7
Claude Opus 4.7
Anthropic
#16 of 104 · Agentic 46.3
Intelligence 55 Coding 75.7 Agentic 46.3 VCI 61.3
GLM-5.2
GLM-5.2
Zhipu
#17 of 104 · Agentic 45.7
Intelligence 52.6 Coding 74.1 Agentic 45.7 VCI 59.9
Gemini 3.7 Flash
Gemini 3.7 Flash
Google
#18 of 104 · Agentic 45.1
Intelligence 56 Coding 78.9 Agentic 45.1 VCI 62.5
Claude Sonnet 4.6
Claude Sonnet 4.6
Anthropic
#20 of 104 · Agentic 42.1
Intelligence 48.4 Coding 67.2 Agentic 42.1 VCI 54.7
Gemini 3.6 Flash
Gemini 3.6 Flash
Google
#21 of 104 · Agentic 40.5
Intelligence 51.6 Coding 71.9 Agentic 40.5 VCI 56.9
Muse Spark 1.1
Muse Spark 1.1
Meta
#22 of 104 · Agentic 39.7
Intelligence 53.2 Coding 73.3 Agentic 39.7 VCI 57.5
Gemini 3.5 Flash
Gemini 3.5 Flash
Google
#23 of 104 · Agentic 39.7
Intelligence 52 Coding 70.9 Agentic 39.7 VCI 56.2
MiniMax-M3
MiniMax-M3
MiniMax
#24 of 104 · Agentic 36.1
Intelligence 45.4 Coding 62.6 Agentic 36.1 VCI 49.9
Solar Pro 4
Solar Pro 4
Upstage
#26 of 104 · Agentic 33.6
Intelligence 41.6 Coding 52.7 Agentic 33.6 VCI 43.8
Vibe Coding Index
Weighted Intelligence, Coding and Agentic · Higher is better
Claude Opus 5
Claude Opus 5
Anthropic
#1 of 103 · Vibe Coding Index 71.7
Intelligence 63.1 Coding 85.2 Agentic 59.2 VCI 71.7
Claude Fable 5
Claude Fable 5
Anthropic
#2 of 103 · Vibe Coding Index 68.7
Intelligence 62.1 Coding 81.1 Agentic 56.6 VCI 68.7
Qwen3.8 Max
Qwen3.8 Max
Alibaba
#4 of 103 · Vibe Coding Index 68.1
Intelligence 58.1 Coding 80.1 Agentic 58.4 VCI 68.1
Grok 4.6
Grok 4.6
xAI
#6 of 103 · Vibe Coding Index 67.3
Intelligence 60.9 Coding 76.8 Agentic 58.7 VCI 67.3
Claude Opus 4.8
Claude Opus 4.8
Anthropic
#7 of 103 · Vibe Coding Index 63.2
Intelligence 57.3 Coding 76.5 Agentic 49.4 VCI 63.2
Gemini 3.7 Flash
Gemini 3.7 Flash
Google
#9 of 103 · Vibe Coding Index 62.5
Intelligence 56 Coding 78.9 Agentic 45.1 VCI 62.5
Grok 4.5
Grok 4.5
xAI
#10 of 103 · Vibe Coding Index 61.9
Intelligence 55.8 Coding 74.7 Agentic 48.9 VCI 61.9
Claude Sonnet 5
Claude Sonnet 5
Anthropic
#11 of 103 · Vibe Coding Index 61.5
Intelligence 55.3 Coding 73.5 Agentic 49.7 VCI 61.5
Claude Opus 4.7
Claude Opus 4.7
Anthropic
#12 of 103 · Vibe Coding Index 61.3
Intelligence 55 Coding 75.7 Agentic 46.3 VCI 61.3
Muse Spark 1.2
Muse Spark 1.2
Meta
#14 of 103 · Vibe Coding Index 60.7
Intelligence 57 Coding 71.8 Agentic 48.4 VCI 60.7
GLM-5.2
GLM-5.2
Zhipu
#15 of 103 · Vibe Coding Index 59.9
Intelligence 52.6 Coding 74.1 Agentic 45.7 VCI 59.9
DeepSeek V4 Pro 0813
DeepSeek V4 Pro 0813
DeepSeek
#17 of 103 · Vibe Coding Index 59
Intelligence 53.2 Coding 68.8 Agentic 49.6 VCI 59
DeepSeek V4 Flash 0731
DeepSeek V4 Flash 0731
DeepSeek
#18 of 103 · Vibe Coding Index 58.4
Intelligence 51.8 Coding 69.1 Agentic 48.4 VCI 58.4
Muse Spark 1.1
Muse Spark 1.1
Meta
#19 of 103 · Vibe Coding Index 57.5
Intelligence 53.2 Coding 73.3 Agentic 39.7 VCI 57.5
Gemini 3.6 Flash
Gemini 3.6 Flash
Google
#21 of 103 · Vibe Coding Index 56.9
Intelligence 51.6 Coding 71.9 Agentic 40.5 VCI 56.9
Gemini 3.5 Flash
Gemini 3.5 Flash
Google
#22 of 103 · Vibe Coding Index 56.2
Intelligence 52 Coding 70.9 Agentic 39.7 VCI 56.2
Claude Sonnet 4.6
Claude Sonnet 4.6
Anthropic
#23 of 103 · Vibe Coding Index 54.7
Intelligence 48.4 Coding 67.2 Agentic 42.1 VCI 54.7
Qwen3.7 Max
Qwen3.7 Max
Alibaba
#24 of 103 · Vibe Coding Index 51.1
Intelligence 46.7 Coding 68.8 Agentic 30.9 VCI 51.1
MiniMax-M3
MiniMax-M3
MiniMax
#25 of 103 · Vibe Coding Index 49.9
Intelligence 45.4 Coding 62.6 Agentic 36.1 VCI 49.9
Gemini 3.1 Pro Preview
Gemini 3.1 Pro Preview
Google
#28 of 103 · Vibe Coding Index 47.8
Intelligence 47.7 Coding 67.1 Agentic 23 VCI 47.8
Vendor key (21)
Alibaba
Anthropic
Cohere
DeepSeek
Google
Meta
Meta Llama
MiniMax
Mistral
Upstage
Zhipu
xAI
Company pulse
Latest from Google DeepMind
Up to ten recent public posts from the company and its leadership, linked to the originals on X.
Loading recent posts…
Public posts are cached briefly for speed.
Model benchmark FAQ
Gemini 3.7 Flash for vibe coding and agentic engineering
Answers update from this model’s current sourced scores, practical rankings, and verified pricing.
What is Gemini 3.7 Flash's Vibe Coding Index?
Gemini 3.7 Flash has a Vibe Coding Index of 62.5/100 and is #9 of 103 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 Gemini 3.7 Flash rank for vibe coding?
For vibe coding, Gemini 3.7 Flash's strongest practical area is Small, well-defined code changes at 7.2/10, ranking #6 of 103 models in TheVibeFather rankings.
Is Gemini 3.7 Flash good for agentic coding and autonomous tasks?
Gemini 3.7 Flash scores 5.4/10 for tool use and workflow execution and 4.7/10 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 Gemini 3.7 Flash have?
The current sourced benchmark profile for Gemini 3.7 Flash is Intelligence 56/100, Coding 79/100, Agentic 45/100. 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 Gemini 3.7 Flash cost for agentic engineering?
The current benchmark uses a 3 to 1 input-to-output blend of $0.76 per million blended tokens. That places it #65 of 120 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 Gemini 3.7 Flash.