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
Yes. SOTA in Math and Vision (tied).
Inkling
#58 Best current rank: #58 in Factuality, as of Oct 15, 2026.
| Category | GPT-6 Astra | Inkling |
|---|---|---|
| General LLM | #26 · #26 in General LLM Margin 13.829787234042556 LMArena leaderboard dataset · Oct 13, 2026 | #88 · #88 in General LLM Margin 46.808510638297875 LMArena leaderboard dataset · Oct 13, 2026 |
| Reasoning | #24 · #24 in Reasoning Margin 13.297872340425528 LMArena leaderboard dataset · Oct 13, 2026 | #85 · #85 in Reasoning Margin 45.744680851063826 LMArena leaderboard dataset · Oct 13, 2026 |
| Math | #1 · SOTA · Math Margin 0 Epoch AI benchmarking hub · Sep 3, 2026 | #— · Not enough data Margin — LMArena leaderboard dataset · Oct 13, 2026 |
| Science | #2 · #2 in Science Margin — Epoch AI benchmarking hub · Sep 3, 2026 | — |
| Coding | #2 · Near-SOTA · Coding Margin 13.63636363636364 Terminal-Bench Harbor Hub · Oct 6, 2026 | #— · Not enough data Margin — LMArena leaderboard dataset · Oct 13, 2026 |
| Coding › Agentic | #2 · Near-SOTA · Coding › Agentic Margin 13.63636363636364 Terminal-Bench Harbor Hub · Oct 6, 2026 | — |
| Coding › Web dev | #2 · Near-SOTA · Coding › Web dev Margin 0.7999999999999972 LMArena leaderboard dataset · Oct 13, 2026 | #74 · #74 in Coding › Web dev Margin 58.4 LMArena leaderboard dataset · Oct 13, 2026 |
| Long context | #25 · #25 in Long context Margin 13.297872340425528 LMArena leaderboard dataset · Oct 13, 2026 | #105 · #105 in Long context Margin 55.851063829787236 LMArena leaderboard dataset · Oct 13, 2026 |
| Vision | #1 · Co-SOTA · Vision Margin 0 Epoch AI benchmarking hub · Sep 3, 2026 | — |
| Factuality | #29 · #29 in Factuality Margin 17.441860465116278 LMArena leaderboard dataset · Oct 13, 2026 | #58 · #58 in Factuality Margin 34.30232558139535 LMArena leaderboard dataset · Oct 13, 2026 |
| Abstraction (ARC) | #1 · #1 in Abstraction (ARC) Margin — Epoch AI benchmarking hub · Sep 3, 2026 | — |
GPT-6 Astra: $20 per 1M blended tokens.
Inkling: $1.7625 per 1M blended tokens.
GPT-6 Astra: closed weights.
Inkling: open weights.
General LLM: As of Oct 15, 2026, GPT-6 Astra leads Inkling in General LLM at #26 against #88.
Reasoning: As of Oct 15, 2026, GPT-6 Astra leads Inkling in Reasoning at #24 against #85.
Coding › Web dev: As of Oct 15, 2026, GPT-6 Astra leads Inkling in Coding › Web dev at #2 against #74.
Long context: As of Oct 15, 2026, GPT-6 Astra leads Inkling in Long context at #25 against #105.
Factuality: As of Oct 15, 2026, GPT-6 Astra leads Inkling in Factuality at #29 against #58.
GPT-6 Astra or 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 or Inkling for General LLM?
As of Oct 15, 2026, GPT-6 Astra leads Inkling in General LLM at #26 against #88.
GPT-6 Astra or Inkling for Reasoning?
As of Oct 15, 2026, GPT-6 Astra leads Inkling in Reasoning at #24 against #85.
GPT-6 Astra or Inkling for Coding › Web dev?
As of Oct 15, 2026, GPT-6 Astra leads Inkling in Coding › Web dev at #2 against #74.