Compare / head-to-head
GPT-6 Astravs
Inkling
GPT-6 Astra leads 22 of 22 shared benchmarks. Inkling is 11.9x cheaper per token. GPT-6 Astra has the larger context window (1.1M tokens).
Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.
Shared benchmarks
22 – 0
GPT-6 Astra leads
Cheaper per token
Inkling
11.9x cheaper, input + output
Larger context
GPT-6 Astra
1.1M tokens
Providers
2 providers
OpenAI · Thinking Machines Lab
GPT-6 Astra
OpenAI · released 2026-09-03
textvision
Quality
Benchmark matrix
22 shared · 11 only GPT-6 Astra · 16 only Inkling| Benchmark | GPT-6 Astra | Inkling | Δ | Edge |
|---|---|---|---|---|
| Reported by both · 22 | ||||
| GPQA Diamond | 96% ↗ | 88.3% ↗epoch run | +7.7 pt | GPT-6 Astra |
| LMArena Elo | 1477.1 ↗ | 1441.4 ↗ | +35.7 | GPT-6 Astra |
| APEX-Agents (Mercor) | 64.7% ↗ | 33.8% ↗ | +30.9 pt | GPT-6 Astra |
| Chess Puzzles (Epoch AI run) | 72% ↗epoch run | 21% ↗epoch run | +51 pt | GPT-6 Astra |
| FrontierMath Tier 4 v2 (Epoch AI run) | 97.6% ↗epoch run | 4.9% ↗epoch run | +92.7 pt | GPT-6 Astra |
| FrontierMath Tiers 1-3 v2 (Epoch AI run) | 93.7% ↗epoch run | 33.3% ↗epoch run | +60.4 pt | GPT-6 Astra |
| FrontierSWE V2 (Proximal Labs) | 65.5% ↗ | 4.1% ↗ | +61.4 pt | GPT-6 Astra |
| LiveBench Agentic Coding (LiveBench) | 57.3% ↗ | 49.4% ↗ | +7.9 pt | GPT-6 Astra |
| LiveBench Coding (LiveBench) | 80.4% ↗ | 71% ↗ | +9.4 pt | GPT-6 Astra |
| LiveBench Data Analysis (LiveBench) | 83% ↗ | 72.8% ↗ | +10.2 pt | GPT-6 Astra |
| LiveBench Instruction Following (LiveBench) | 75.6% ↗ | 70.1% ↗ | +5.5 pt | GPT-6 Astra |
| LiveBench Language (LiveBench) | 89.4% ↗ | 73.5% ↗ | +15.9 pt | GPT-6 Astra |
| LiveBench Mathematics (LiveBench) | 96.8% ↗ | 88.4% ↗ | +8.4 pt | GPT-6 Astra |
| LiveBench Reasoning (LiveBench) | 92.7% ↗ | 78.3% ↗ | +14.4 pt | GPT-6 Astra |
| LMArena Agent (LMArena) | 0.1227 ↗ | -0.1086 ↗ | +0.2 | GPT-6 Astra |
| LMArena WebDev (LMArena) | 1787.7 ↗ | 1412.6 ↗ | +375.1 | GPT-6 Astra |
| OTIS Mock AIME 2024-2025 (Epoch AI run) | 100% ↗epoch run | 88.9% ↗epoch run | +11.1 pt | GPT-6 Astra |
| SAGE (Vals AI) | 46.4% ↗ | 36.6% ↗ | +9.8 pt | GPT-6 Astra |
| SimpleBench (SimpleBench) | 86.5% ↗ | 50% ↗ | +36.5 pt | GPT-6 Astra |
| SimpleQA Verified | 75.6% ↗epoch run | 43.9% ↗ | +31.7 pt | GPT-6 Astra |
| Terminal-Bench 4.0 (Vals AI) | 59.6% ↗ | 0.5% ↗ | +59.1 pt | GPT-6 Astra |
| WeirdML (Håvard Tveit Ihle) | 93.6% ↗ | 32.3% ↗ | +61.3 pt | GPT-6 Astra |
| Only GPT-6 Astra reports · 11 | ||||
| AutomationBench 1.0.6 | 41.4% ↗ | not reported | — | — |
| BALROG (BALROG) | 68.3% ↗ | not reported | — | — |
| DeepSWE v1.1 (Datacurve) | 74.1% ↗ | not reported | — | — |
| EBR-bench (Epoch AI run) | 76.2% ↗epoch run | not reported | — | — |
| Furniture Assembly (Epoch AI run) | 80% ↗epoch run | not reported | — | — |
| GSO Opt@1 (GSO) | 77.5% ↗ | not reported | — | — |
| LMArena Vision (LMArena) | 1284.3 ↗ | not reported | — | — |
| MirrorCode (Epoch AI run) | 46.7% ↗epoch run | not reported | — | — |
| Mystery Game Puzzles (Epoch AI run) | 84% ↗epoch run | not reported | — | — |
| Terminal-Bench Science 0.1 | 64.6% ↗ | not reported | — | — |
| Vending-Bench 2 (Andon Labs) | 15514.7 ↗ | not reported | — | — |
| Only Inkling reports · 16 | ||||
| SWE-bench Verified | not reported | 77.6% ↗ | — | — |
| AIME 2026 | not reported | 97.1% ↗ | — | — |
| Audio MC | not reported | 56.6% ↗ | — | — |
| BrowseComp (w/ ctx management) | not reported | 77.1% ↗ | — | — |
| CharXiv RQ | not reported | 78.1% ↗ | — | — |
| CharXiv RQ (with python) | not reported | 82% ↗ | — | — |
| Global-MMLU-Lite | not reported | 88.7% ↗ | — | — |
| IFBench | not reported | 79.8% ↗ | — | — |
| MCP Atlas | not reported | 76% ↗ | — | — |
| MMAU | not reported | 77.2% ↗ | — | — |
| SWE-bench Pro (public) | not reported | 54.3% ↗ | — | — |
| tau2-bench Banking Knowledge (Sierra) | not reported | 25% ↗ | — | — |
| Terminal-Bench 2.1 (best harness) | not reported | 63.8% ↗ | — | — |
| Toolathlon Verified | not reported | 45.5% ↗ | — | — |
| Toolathlon-Verified (HKUST) | not reported | 45.5% ↗ | — | — |
| VoiceBench | not reported | 91.4% ↗ | — | — |
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is GPT-6 Astra minus Inkling in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing
Side by side
Official pricing pages and model cards| Spec | GPT-6 Astra | Inkling | Edge |
|---|---|---|---|
| Context window | 1.1M tokens | 1M tokens | GPT-6 Astra |
| Max output | 128K tokens | — | — |
| Input price / 1M | $10 ↗ | $1 ↗ | Inkling |
| Output price / 1M | $50 ↗ | $4.05 ↗ | Inkling |
| Cached input / 1M | $1 ↗ | $0.17 ↗ | Inkling |
| Input + output / 1M Lower is cheaper. List prices; batch, tool and regional fees excluded. | $60 | $5.05 | Inkling |
| Modalities | text · vision | text · vision · audio | Inkling |
| Released | 2026-09-03 | 2026-07-15 | — |
| Cited benchmark scores | 39 | 39 | — |
Reliability
Provider status
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Inkling vs …
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