Anthropic: Claude Opus 4.8 (batch)
Claude Opus 4.8 (batch) is Anthropic's model offered through a batch endpoint, accepting text, image, and file inputs. It provides a 1,000,000-token context window and can return up to 128,000 tokens in a single completion, which suits long documents, large codebases, or multi-file inputs processed in one pass. It supports tool use and reasoning; structured output support is not specified in the available data, so teams that depend on strict schema adherence should verify it before committing. At $2.50 per million input tokens and $12.50 per million output tokens, it belongs on the shortlist for asynchronous, high-volume jobs where long context matters more than immediate responses. Its blended benchmark score of 84.3 rests on only two independent benchmarks, with an AI Index score of 69.0 and an EQ-Bench score of 83.3. That coverage is thin, so readers should treat its standing as provisional and run their own evaluations against alternatives.
Benchmark results
Independent, published benchmarks. Blended score 84.3 across 2 benchmarks, last refreshed 2026-10-13. How scoring works →
| Benchmark | Measures | Score |
|---|---|---|
| AI Index | broad capability composite | 69.0 |
| EQ-Bench | emotional understanding in dialogue | 83.3 |
- Model ID
- anthropic/claude-opus-4.8:batch
- Vendor
- anthropic
- Released
- May 2026
- Tokenizer
- Claude
- Input Modalities
- text, image, file
- Output Modalities
- text
- Max Output
- 128,000 tokens
- Tool Calling
- ✓ supported
- Structured Output
- ✓ supported
- Reasoning Mode
- ✓ supported
- Vision
- ✓ accepts images
- Audio
- no
- Moderated
- yes
What it costs in practice
Computed from the current $2.50/M input and $12.50/M output rates. Run your own numbers →
| Job | Tokens | Cost |
|---|---|---|
| Summarize a 50-page report | 30k in / 1.5k out | $0.09 |
| Classify 1,000 customer emails | 500k in / 50k out | $1.88 |
| A month of a busy support chatbot | 5M in / 2M out | $37.50 |
Strong choice for
Code Review
Code Refactoring
Bug Fixing
Code Documentation
ETL Scripting
Long-Document Summarization
Category rankings
Where Anthropic: Claude Opus 4.8 (batch) places across the 55 categories it ranks in. How we rank →
| # | Category | Score |
|---|---|---|
| #4 | Blog Post WritingWriting · of 25 ranked | 134 |
| #4 | Trip PlanningPersonal · of 25 ranked | 134 |
| #5 | Code ReviewCode · of 25 ranked | 155 |
| #5 | Code RefactoringCode · of 25 ranked | 157 |
| #5 | Bug FixingCode · of 25 ranked | 159 |
| #5 | Code DocumentationCode · of 25 ranked | 141 |
| #5 | ETL ScriptingData · of 25 ranked | 146 |
| #5 | Long-Document SummarizationWriting · of 25 ranked | 158 |
| #5 | Creative WritingWriting · of 25 ranked | 151 |
| #5 | Screenwriting & DialogWriting · of 25 ranked | 151 |
| #5 | Transcript CleanupWriting · of 25 ranked | 144 |
| #5 | Academic WritingWriting · of 25 ranked | 151 |
| #5 | Legal DraftingProfessional · of 25 ranked | 151 |
| #5 | Legal ResearchProfessional · of 25 ranked | 163 |
| #5 | Contract ReviewProfessional · of 25 ranked | 167 |
| #5 | Medical Note SummarizationProfessional · of 25 ranked | 146 |
| #5 | Scientific ResearchProfessional · of 25 ranked | 163 |
| #5 | Physics TutoringEducation · of 25 ranked | 139 |
| #5 | History TutoringEducation · of 25 ranked | 142 |
| #5 | Essay GradingEducation · of 25 ranked | 155 |
| #5 | RFP ResponseBusiness · of 25 ranked | 161 |
| #5 | OKRs & Strategic PlanningBusiness · of 25 ranked | 151 |
| #5 | RAG PipelinesAgents · of 25 ranked | 157 |
| #5 | Long-Context Q&AAgents · of 25 ranked | 153 |
| #5 | Character RoleplayPersonal · of 25 ranked | 146 |
| #5 | Fiction CollaboratorPersonal · of 25 ranked | 163 |
| #5 | Math ProofsResearch · of 25 ranked | 151 |
| #5 | Scientific CodingResearch · of 25 ranked | 159 |
| #5 | Literature ReviewResearch · of 25 ranked | 163 |
| #8 | Screenshot DebuggingVision · of 25 ranked | 135 |
| #9 | CI/CD PipelinesCode · of 25 ranked | 134 |
| #9 | Agent WorkflowsAgents · of 25 ranked | 163 |
| #9 | Coding AgentsAgents · of 25 ranked | 163 |
| #10 | OCR / Document ParsingData · of 25 ranked | 136 |
| #10 | Table Extraction from PDFsData · of 25 ranked | 136 |
| #11 | Unit Test GenerationCode · of 25 ranked | 138 |
| #11 | Frontend Component DesignCode · of 25 ranked | 133 |
| #11 | Marketing CopyWriting · of 25 ranked | 122 |
| #11 | Financial AnalysisProfessional · of 25 ranked | 135 |
| #11 | Math TutoringEducation · of 25 ranked | 131 |
| #11 | Standardized Test PrepEducation · of 25 ranked | 122 |
| #11 | Fitness CoachingPersonal · of 25 ranked | 122 |
| #12 | Chart & Graph ReadingVision · of 25 ranked | 139 |
| #13 | Browser AutomationAgents · of 25 ranked | 141 |
| #13 | Experiment DesignResearch · of 25 ranked | 135 |
| #14 | Meeting NotesBusiness · of 25 ranked | 143 |
| #15 | SQL GenerationCode · of 25 ranked | 146 |
| #15 | Data AnalysisData · of 25 ranked | 139 |
| #16 | Regex WritingCode · of 25 ranked | 127 |
| #16 | CSV / Spreadsheet CleanupData · of 25 ranked | 140 |
| #16 | Language TranslationWriting · of 25 ranked | 127 |
| #16 | Tutoring for KidsPersonal · of 25 ranked | 127 |
| #17 | Resume WritingBusiness · of 25 ranked | 113 |
| #18 | Diagram ExtractionVision · of 25 ranked | 134 |
| #24 | SOP / Process DocsBusiness · of 25 ranked | 121 |
Similar models
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Anthropic: Claude Opus 5.5 (batch)
Anthropic: Claude Opus 5 (batch)
Quick answers
- How much does Anthropic: Claude Opus 4.8 (batch) cost?
- $2.50 per million input tokens and $12.50 per million output tokens.
- What is Anthropic: Claude Opus 4.8 (batch)'s context window?
- 1,000,000 tokens, roughly 1,500 pages of text in a single request.
- Does Anthropic: Claude Opus 4.8 (batch) support tool calling?
- It supports tool calling, structured output, a reasoning mode.
- Can Anthropic: Claude Opus 4.8 (batch) process images?
- Yes, it accepts image input.