Compare / head-to-head

GPT-6 AstravsHy4 preview

GPT-6 Astra leads 4 of 4 shared benchmarks. Hy4 preview is 18x 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
4 – 0
GPT-6 Astra leads
Cheaper per token
Hy4 preview
18x cheaper, input + output
Larger context
GPT-6 Astra
1.1M tokens
Providers
2 providers
OpenAI · Tencent Hunyuan
GPT-6 Astra
OpenAI · released 2026-09-03
textvision
Context
1.1M
Max out
128K
Input /1M
$10 ↗
Output /1M
$50 ↗
Cached /1M
$1
Scores
39 · 9 core
Hy4 preview
Tencent Hunyuan · released 2026-08-28
text
Context
1M
Max out
64K
Input /1M
$0.834 ↗
Output /1M
$2.5 ↗
Cached /1M
$0.042
Scores
18 · 7 core
Quality

Benchmark matrix

BenchmarkGPT-6 AstraHy4 previewΔEdge
Reported by both · 4
GPQA Diamond96% ↗92.3% ↗+3.7 ptGPT-6 Astra
LMArena Agent (LMArena)0.1227 ↗0.0395 ↗+0.1GPT-6 Astra
LMArena WebDev (LMArena)1787.7 ↗1633.2 ↗+154.5GPT-6 Astra
Terminal-Bench 4.0 (Vals AI)59.6% ↗8.1% ↗+51.5 ptGPT-6 Astra
Only GPT-6 Astra reports · 29
LMArena Elo1477.1 ↗not reported——
APEX-Agents (Mercor)64.7% ↗not reported——
AutomationBench 1.0.641.4% ↗not reported——
BALROG (BALROG)68.3% ↗not reported——
Chess Puzzles (Epoch AI run)72% ↗epoch runnot reported——
DeepSWE v1.1 (Datacurve)74.1% ↗not reported——
EBR-bench (Epoch AI run)76.2% ↗epoch runnot reported——
FrontierMath Tier 4 v2 (Epoch AI run)97.6% ↗epoch runnot reported——
FrontierMath Tiers 1-3 v2 (Epoch AI run)93.7% ↗epoch runnot reported——
FrontierSWE V2 (Proximal Labs)65.5% ↗not reported——
Furniture Assembly (Epoch AI run)80% ↗epoch runnot reported——
GSO Opt@1 (GSO)77.5% ↗not reported——
LiveBench Agentic Coding (LiveBench)57.3% ↗not reported——
LiveBench Coding (LiveBench)80.4% ↗not reported——
LiveBench Data Analysis (LiveBench)83% ↗not reported——
LiveBench Instruction Following (LiveBench)75.6% ↗not reported——
LiveBench Language (LiveBench)89.4% ↗not reported——
LiveBench Mathematics (LiveBench)96.8% ↗not reported——
LiveBench Reasoning (LiveBench)92.7% ↗not reported——
LMArena Vision (LMArena)1284.3 ↗not reported——
MirrorCode (Epoch AI run)46.7% ↗epoch runnot reported——
Mystery Game Puzzles (Epoch AI run)84% ↗epoch runnot reported——
OTIS Mock AIME 2024-2025 (Epoch AI run)100% ↗epoch runnot reported——
SAGE (Vals AI)46.4% ↗not reported——
SimpleBench (SimpleBench)86.5% ↗not reported——
SimpleQA Verified75.6% ↗epoch runnot reported——
Terminal-Bench Science 0.164.6% ↗not reported——
Vending-Bench 2 (Andon Labs)15514.7 ↗not reported——
WeirdML (Håvard Tveit Ihle)93.6% ↗not reported——
Only Hy4 preview reports · 14
Agents' Last Exam (ALE-CLI)not reported22.8% ↗——
CyberGymnot reported78.4% ↗——
DeepSWEnot reported64.3% ↗——
HLE (no tools, text-only)not reported43.4% ↗——
HLE (with tools, text-only)not reported55.4% ↗——
MathArena Apex 2025not reported74.2% ↗——
MCP-Atlas (public)not reported83.7% ↗——
NL2Repo-Benchnot reported58.9% ↗——
OfficeQA Pronot reported66.2% ↗——
SWE-bench Multilingualnot reported82.9% ↗——
SWE-bench Pronot reported65.7% ↗——
Terminal-Bench 2.1not reported85.4% ↗——
Toolathlon-Verifiednot reported74.1% ↗——
WideSearchnot reported83.9% ↗——
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 Hy4 preview 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

SpecGPT-6 AstraHy4 previewEdge
Context window1.1M tokens1M tokensGPT-6 Astra
Max output128K tokens64K tokensGPT-6 Astra
Input price / 1M$10 ↗$0.834 ↗Hy4 preview
Output price / 1M$50 ↗$2.5 ↗Hy4 preview
Cached input / 1M$1 ↗$0.042 ↗Hy4 preview
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$60$3.34Hy4 preview
Modalitiestext · visiontextGPT-6 Astra
Released2026-09-032026-08-28—
Cited benchmark scores3918—
Reliability

Provider status

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