head-to-head

Thinking Machines: Inkling vs Anthropic: Claude Haiku Latest

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

Thinking Machines: Inkling Anthropic: Claude Haiku Latest
Vendorthinkingmachines~anthropic
Quality Score100100
Input Price$1.00/M$0.10/M
Output Price$4.05/M$0.50/M
Context Window524,2881,000,000
Max Output471,859128,000
Tool Calling✓✓
Structured Output-✓
Reasoning Mode✓✓
Vision✓✓
Audio✓-

The verdict

For a sample job of 1 million input tokens and 250,000 output tokens, Claude Haiku Latest costs $0.23 and Inkling costs $2.01, so Claude Haiku Latest is about 8.9 times cheaper for the same work.

Claude Haiku Latest reads up to 1,000,000 tokens at once, roughly 1,500 pages of text, against about 786 pages for Inkling.

Only Inkling offers audio input; only Claude Haiku Latest offers structured output.

Across the 19 tasks where they differ, Claude Haiku Latest on 19 (SQL Generation, Code Review, Code Completion and others).

Inkling was released in July 2026 and Claude Haiku Latest in April 2026.

Pick Inkling if you need audio input; pick Claude Haiku Latest if you need lower cost, long documents, structured output 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?

TaskThinking Machines: InklingAnthropic: Claude Haiku Latest
SQL Generation 125 133
Code Review 128 132
Code Completion 119 131
Code Refactoring 132 136
Unit Test Generation 116 124
Code Documentation 131 131
Regex Writing 119 119
CI/CD Pipelines 116 120
Frontend Component Design 118 122
Data Analysis 120 124
CSV / Spreadsheet Cleanup 121 133
ETL Scripting 124 128
JSON Extraction 111 131
Bulk Data Labeling 116 129
OCR / Document Parsing 123 131
Table Extraction from PDFs 123 131
Long-Document Summarization 137 137
Short-Form Summarization 115 123
Blog Post Writing 121 121

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

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