head-to-head

Thinking Machines: Inkling vs xAI: Grok Latest

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-09-23.

Thinking Machines: Inkling xAI: Grok Latest
Vendorthinkingmachines~x-ai
Quality Score100100
Benchmark Score39.45.8
Input Price$1.00/M$1.60/M
Output Price$4.05/M$4.80/M
Context Window1,048,576500,000
Max Output471,859450,000
Tool Calling
Structured Output-
Reasoning Mode
Vision
Audio-
Benchmark Scores
ai_index41.211.4

Who wins by task?

TaskThinking Machines: InklingxAI: Grok Latest
SQL Generation 130 134
Code Review 135 134
Code Completion 119 118
Code Refactoring 138 137
Bug Fixing 143 138
Unit Test Generation 120 125
Code Documentation 134 131
Regex Writing 123 119
CI/CD Pipelines 120 121
Frontend Component Design 122 123
Data Analysis 126 125
CSV / Spreadsheet Cleanup 123 133
ETL Scripting 129 129
JSON Extraction 111 122
Bulk Data Labeling 116 120
OCR / Document Parsing 125 131
Table Extraction from PDFs 125 131
Long-Document Summarization 144 139
Short-Form Summarization 117 115
Blog Post Writing 126 122

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

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