# GPT-6 Astra vs Inkling

As of Oct 15, 2026, GPT-6 Astra leads Inkling in 5 of 5 shared categories: General LLM, Reasoning, Coding › Web dev, Long context, and Factuality.

GPT-6 Astra: $20 per 1M blended tokens.

Inkling: $1.7625 per 1M blended tokens.

GPT-6 Astra: closed weights.

Inkling: open weights.

- Which to pick, General LLM: As of Oct 15, 2026, GPT-6 Astra leads Inkling in General LLM at #26 against #88.
- Which to pick, Reasoning: As of Oct 15, 2026, GPT-6 Astra leads Inkling in Reasoning at #24 against #85.
- Which to pick, Coding › Web dev: As of Oct 15, 2026, GPT-6 Astra leads Inkling in Coding › Web dev at #2 against #74.
- Which to pick, Long context: As of Oct 15, 2026, GPT-6 Astra leads Inkling in Long context at #25 against #105.
- Which to pick, Factuality: As of Oct 15, 2026, GPT-6 Astra leads Inkling in Factuality at #29 against #58.

As of Oct 15, 2026, GPT-6 Astra is state of the art in Math (since Sep 28, 2026; sources Humanity's Last Exam; methodology v1.0).

As of Oct 15, 2026, Inkling is ranked #58 in Factuality (since Oct 15, 2026; sources LMArena Text factuality; methodology v1.0).