Gemma 3 4B Instruct benchmarks & scores
Independent Gemma 3 4B Instruct AI coding benchmark results Intelligence —, Coding 3, Agentic —, with a Vibe Coding Index of —. Compare its overall rank, token price, context window, and practical agentic workflow strengths below.
Evidence confidence
Pending evidence
The model remains outside verified rankings until all core scores are available.
Catalog capabilities
What the model supports
Suite radar
Suite scores
Source record
Source. Artificial Analysis (artificialanalysis.ai) via OpenRouter (openrouter.ai/rankings).
TheVibeFather rankings
Gemma 3 4B Instruct practical agentic coding scorecard
This is our algorithmic assessment of where Gemma 3 4B Instruct 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
Partial inputsPrecision on scoped edits, fixes, and implementation tasks.
UI and CSS iteration
Partial inputsFront-end implementation with iterative tool-driven refinement.
Routine debugging
Partial inputsDiagnosing failures and turning reasoning into correct code changes.
Repository-wide refactors
Partial inputsCoordinating larger edits across files while preserving intent.
Architecture decisions
Partial inputsReasoning through tradeoffs, constraints, and system-level choices.
Tool use and workflow execution
Partial inputsPlanning and completing multi-step work with tools and feedback loops.
Long autonomous coding tasks
Partial inputsSustaining coherent progress across longer agentic engineering runs.
Overall VibeFather rating
Partial inputsOur 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 Gemma 3 4B Instruct has moved
Where Gemma 3 4B Instruct sits
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Model benchmark FAQ
Gemma 3 4B Instruct for vibe coding and agentic engineering
Answers update from this model’s current sourced scores, practical rankings, and verified pricing.
What is Gemma 3 4B Instruct's Vibe Coding Index?
Gemma 3 4B Instruct has a Vibe Coding Index of unverified and is not currently ranked 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 Gemma 3 4B Instruct rank for vibe coding?
Gemma 3 4B Instruct does not yet have enough verified benchmark inputs for a practical vibe coding category rank.
Is Gemma 3 4B Instruct good for agentic coding and autonomous tasks?
The agentic coding score for Gemma 3 4B Instruct is still partial because one or more required benchmark signals are unverified.
What coding benchmark scores does Gemma 3 4B Instruct have?
The current sourced benchmark profile for Gemma 3 4B Instruct is Intelligence unverified, Coding 3/100, Agentic unverified. 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 Gemma 3 4B Instruct cost for agentic engineering?
The current benchmark uses a 3 to 1 input-to-output blend of $0.06 per million blended tokens. That places it #6 of 105 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 Gemma 3 4B Instruct.