head-to-head

OpenAI: GPT-5.6 Terra (batch) vs xAI: Grok Latest

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-11-07.

OpenAI: GPT-5.6 Terra (batch) xAI: Grok Latest
Vendoropenai~x-ai
Quality Score100100
Benchmark Score93.010.9
Input Price$1.00/M$2.00/M
Output Price$6.00/M$6.00/M
Context Window1,050,000500,000
Max Output128,000450,000
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio--
Benchmark Scores
ai_index90.712.4
ai_index_agentic78.2-
ai_index_coding100.0-

The verdict

For a sample job of 1 million input tokens and 250,000 output tokens, GPT-5.6 Terra (batch) costs $2.50 and Grok Latest costs $3.50, so GPT-5.6 Terra (batch) is about 1.4 times cheaper for the same work.

GPT-5.6 Terra (batch) reads up to 1,050,000 tokens at once, roughly 1,575 pages of text, against about 750 pages for Grok Latest.

On our blended benchmark score GPT-5.6 Terra (batch) leads 93.0 to 10.9.

Across the 20 tasks where they differ, GPT-5.6 Terra (batch) scores higher on 20 (SQL Generation, Code Review, Code Completion and others).

Pick GPT-5.6 Terra (batch) if you need lower cost, long documents, benchmark performance or the stronger all-round task scores.

Costs use current list prices per million tokens; page counts assume about 0.75 words per token and 500 words per page.

Who wins by task?

TaskOpenAI: GPT-5.6 Terra (batch)xAI: Grok Latest
SQL Generation 172 134
Code Review 168 134
Code Completion 120 118
Code Refactoring 165 138
Bug Fixing 181 138
Unit Test Generation 155 125
Code Documentation 143 131
Regex Writing 136 119
CI/CD Pipelines 145 121
Frontend Component Design 147 123
Data Analysis 171 125
CSV / Spreadsheet Cleanup 154 133
ETL Scripting 155 129
JSON Extraction 139 122
Bulk Data Labeling 125 119
OCR / Document Parsing 147 131
Table Extraction from PDFs 147 131
Long-Document Summarization 160 139
Short-Form Summarization 123 115
Blog Post Writing 140 122

Scores reflect capability match + benchmark data + pricing for each task. Methodology →

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