Google: Gemini 4 Carbon (batch)
Gemini 4 Carbon (batch) is a Google model that accepts text, images, audio, video, and files as input, which makes it suitable for mixed-media workloads without a separate preprocessing model. It offers a context window of 1,048,576 tokens and allows up to 943,718 completion tokens, so very long documents, transcripts, or outputs fit in a single request. It supports tool calling and reasoning. The listing does not confirm structured output support, so teams that depend on strict schemas should test that before committing. Pricing is $1.00 per million input tokens and $5.00 per million output tokens. It is a paid model with no free tier listed. Its blended benchmark score is 98.9, but that figure comes from a single independent benchmark (an AI index score of 99.0), so its standing is strong on paper and narrowly evidenced. Shortlist it if you need long-context multimodal input with tools at this price, and validate it against your own tasks before relying on that score.
Benchmark results
Independent, published benchmarks. Blended score 98.9 across 1 benchmark, last refreshed 2026-11-12. How scoring works →
| Benchmark | Measures | Score |
|---|---|---|
| AI Index | broad capability composite | 99.0 |
- Model ID
- google/gemini-4-carbon:batch
- Vendor
- Released
- November 2026
- Tokenizer
- Gemini
- Input Modalities
- audio, file, image, text, video
- Output Modalities
- text
- Max Output
- 943,718 tokens
- Tool Calling
- ✓ supported
- Structured Output
- ✓ supported
- Reasoning Mode
- ✓ supported
- Vision
- ✓ accepts images
- Audio
- ✓ accepts audio
- Moderated
- no
What it costs in practice
Computed from the current $1.00/M input and $5.00/M output rates. Run your own numbers →
| Job | Tokens | Cost |
|---|---|---|
| Summarize a 50-page report | 30k in / 1.5k out | $0.04 |
| Classify 1,000 customer emails | 500k in / 50k out | $0.75 |
| A month of a busy support chatbot | 5M in / 2M out | $15.00 |
Strong choice for
Code Review
Code Refactoring
Bug Fixing
Code Documentation
Regex Writing
CI/CD Pipelines
Category rankings
Where Google: Gemini 4 Carbon (batch) places across the 62 categories it ranks in. How we rank →
| # | Category | Score |
|---|---|---|
| #1 | Code DocumentationCode · of 25 ranked | 139 |
| #1 | Regex WritingCode · of 25 ranked | 128 |
| #1 | Blog Post WritingWriting · of 25 ranked | 133 |
| #1 | Marketing CopyWriting · of 25 ranked | 123 |
| #1 | Language TranslationWriting · of 25 ranked | 128 |
| #1 | Standardized Test PrepEducation · of 25 ranked | 123 |
| #1 | Sales / Cold EmailBusiness · of 25 ranked | 119 |
| #1 | Resume WritingBusiness · of 25 ranked | 114 |
| #1 | Job Application DraftingBusiness · of 25 ranked | 119 |
| #1 | Character RoleplayPersonal · of 25 ranked | 143 |
| #1 | Journaling HelperPersonal · of 25 ranked | 119 |
| #1 | Recipe GenerationPersonal · of 25 ranked | 119 |
| #1 | Trip PlanningPersonal · of 25 ranked | 133 |
| #1 | Tutoring for KidsPersonal · of 25 ranked | 128 |
| #2 | Frontend Component DesignCode · of 25 ranked | 133 |
| #2 | Long-Document SummarizationWriting · of 25 ranked | 153 |
| #2 | Physics TutoringEducation · of 25 ranked | 136 |
| #2 | Screenshot DebuggingVision · of 25 ranked | 135 |
| #2 | Chart & Graph ReadingVision · of 25 ranked | 139 |
| #2 | Audio SummarizationVoice · of 25 ranked | 152 |
| #2 | TTS ReplacementVoice · of 25 ranked | 115 |
| #2 | Video SummarizationVideo · of 25 ranked | 152 |
| #3 | Code ReviewCode · of 25 ranked | 150 |
| #3 | Creative WritingWriting · of 25 ranked | 146 |
| #3 | Screenwriting & DialogWriting · of 25 ranked | 146 |
| #3 | Academic WritingWriting · of 25 ranked | 146 |
| #3 | Legal DraftingProfessional · of 25 ranked | 146 |
| #3 | Legal ResearchProfessional · of 25 ranked | 156 |
| #3 | Scientific ResearchProfessional · of 25 ranked | 156 |
| #3 | History TutoringEducation · of 25 ranked | 137 |
| #3 | Essay GradingEducation · of 25 ranked | 150 |
| #3 | OKRs & Strategic PlanningBusiness · of 25 ranked | 146 |
| #3 | Long-Context Q&AAgents · of 25 ranked | 147 |
| #3 | Fiction CollaboratorPersonal · of 25 ranked | 156 |
| #3 | Math ProofsResearch · of 25 ranked | 146 |
| #3 | Literature ReviewResearch · of 25 ranked | 156 |
| #5 | Code RefactoringCode · of 25 ranked | 151 |
| #5 | Bug FixingCode · of 25 ranked | 154 |
| #5 | CI/CD PipelinesCode · of 25 ranked | 131 |
| #5 | ETL ScriptingData · of 25 ranked | 141 |
| #5 | Contract ReviewProfessional · of 25 ranked | 160 |
| #5 | Medical Note SummarizationProfessional · of 25 ranked | 141 |
| #5 | Math TutoringEducation · of 25 ranked | 130 |
| #5 | Agent WorkflowsAgents · of 25 ranked | 158 |
| #5 | RAG PipelinesAgents · of 25 ranked | 151 |
| #5 | Coding AgentsAgents · of 25 ranked | 158 |
| #5 | Fitness CoachingPersonal · of 25 ranked | 121 |
| #5 | Scientific CodingResearch · of 25 ranked | 154 |
| #6 | RFP ResponseBusiness · of 25 ranked | 155 |
| #7 | Financial AnalysisProfessional · of 25 ranked | 134 |
| #7 | Browser AutomationAgents · of 25 ranked | 141 |
| #8 | Diagram ExtractionVision · of 25 ranked | 134 |
| #10 | SQL GenerationCode · of 25 ranked | 145 |
| #10 | Unit Test GenerationCode · of 25 ranked | 135 |
| #10 | Data AnalysisData · of 25 ranked | 138 |
| #10 | Transcript CleanupWriting · of 25 ranked | 140 |
| #10 | Experiment DesignResearch · of 25 ranked | 134 |
| #11 | OCR / Document ParsingData · of 25 ranked | 135 |
| #11 | Table Extraction from PDFsData · of 25 ranked | 135 |
| #11 | SOP / Process DocsBusiness · of 25 ranked | 122 |
| #18 | CSV / Spreadsheet CleanupData · of 25 ranked | 137 |
| #21 | Function / Tool CallingAgents · of 25 ranked | 120 |
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Quick answers
- How much does Google: Gemini 4 Carbon (batch) cost?
- $1.00 per million input tokens and $5.00 per million output tokens.
- What is Google: Gemini 4 Carbon (batch)'s context window?
- 1,048,576 tokens, roughly 1,572 pages of text in a single request.
- Does Google: Gemini 4 Carbon (batch) support tool calling?
- It supports tool calling, structured output, a reasoning mode.
- Can Google: Gemini 4 Carbon (batch) process images?
- Yes, it accepts image input.