head-to-head

SpaceXAI: Grok 4.6 vs Thinking Machines: Inkling

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-11-12.

SpaceXAI: Grok 4.6 Thinking Machines: Inkling
Vendorx-aithinkingmachines
Quality Score100100
Benchmark Score-15.3
Input Price$2.00/M$1.00/M
Output Price$6.00/M$4.05/M
Context Window500,000524,288
Max Output450,000471,859
Tool Calling✓✓
Structured Output✓-
Reasoning Mode✓✓
Vision✓✓
Audio-✓
Benchmark Scores
ai_index-20.6

The verdict

For a sample job of 1 million input tokens and 250,000 output tokens, Inkling costs $2.01 and Grok 4.6 costs $3.50, so Inkling is about 1.7 times cheaper for the same work.

Both take in a similar amount of text: 500,000 and 524,288 tokens, about 750 and 786 pages.

Only Grok 4.6 offers structured output; only Inkling offers audio input.

Across the 20 tasks where they differ, Grok 4.6 scores higher on 13 (SQL Generation, Code Review, Code Refactoring and others), Inkling on 7 (Code Completion, Bug Fixing, Code Documentation and others).

Grok 4.6 was released in August 2026 and Inkling in July 2026.

Pick Grok 4.6 if you need structured output; pick Inkling if you need lower cost or audio input.

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?

TaskSpaceXAI: Grok 4.6Thinking Machines: Inkling
SQL Generation 133 128
Code Review 132 131
Code Completion 118 119
Code Refactoring 136 135
Bug Fixing 136 139
Unit Test Generation 124 118
Code Documentation 130 132
Regex Writing 118 121
CI/CD Pipelines 120 118
Frontend Component Design 122 120
Data Analysis 124 123
CSV / Spreadsheet Cleanup 133 122
ETL Scripting 128 126
JSON Extraction 122 111
Bulk Data Labeling 119 116
OCR / Document Parsing 131 124
Table Extraction from PDFs 131 124
Long-Document Summarization 137 140
Short-Form Summarization 114 116
Blog Post Writing 121 124

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

Related comparisons

Anthropic: Claude Opus 5 (batch) vs Thinking Machines: Inkling ByteDance Seed: Seed 2.1 Turbo vs Thinking Machines: Inkling ByteDance Seed: Seed 2.1 Turbo vs SpaceXAI: Grok 4.6 DeepSeek: DeepSeek Flash Latest vs Thinking Machines: Inkling DeepSeek: DeepSeek Flash Latest vs SpaceXAI: Grok 4.6 DeepSeek: DeepSeek V4.1 Flash vs Thinking Machines: Inkling DeepSeek: DeepSeek V4.1 Flash vs SpaceXAI: Grok 4.6 DeepSeek: DeepSeek V4 Flash Latest vs Thinking Machines: Inkling

The Model Movers Report

One email every Friday, built from this site's own rankings: the current top five by benchmark score, every model released in the last seven days, and one note worked out from that week's numbers. You can unsubscribe from any issue with one click.