Alternatives to GPT-6 Astra

OpenAI LMArena 1441.2 $20.00/M on a balanced workload prices as of 2026-11-05, except 8 under confirmation

5 models are higher-scoring or cheaper, with neither dimension worse.

Of the 141 models carrying both an independent score and a published price at the same delivery mode, 45 score at least as high as GPT-6 Astra and cost no more under at least one listed workload, with at least one of those dimensions improved. 44 of them cost less; the rest match the price and have a higher score. 5 match or beat its recorded context, maximum output, input modes, tool use and extended reasoning. 40 have a recorded capability loss, named on every row.

Dominance is not a property of a model. It is a property of a model, a capability lens and a workload, and all three are named on every row. Scores are LMArena Elo, used under CC BY 4.0 from the official dataset; prices are blended per million tokens. A higher score is not a drop-in replacement.

This page lists models only while a candidate improves score or price without worsening the other under a listed workload. When that comparison no longer holds, this address stays and says so.

Where it holds

WorkloadGPT-6 Astra $/MRecorded capabilities preservedRecorded capability losses
Balanced$20.00540
Summarise$9.44540
Chat$23.30540
Code gen$33.28540
Agentic$10.65540

Workload mixes are defined on the methodology page. Cached input is priced at the cached rate, and reasoning tokens at the worse of the reasoning and output rates.

What you would be replacing

Intelligence1441.2
Context window1M
Max output128K
Input modesfile, image, text
Tool useyes
Extended reasoningyes

Preserving recorded capabilities requires matching or beating these fields. Full record for GPT-6 Astra, or check GPT-6 Astra against the whole catalogue.

Recorded capabilities preserved 5

Each option has a higher score or a lower price, with neither dimension worse under the listed workloads. It matches or beats GPT-6 Astra on recorded context, maximum output, input modes, tool use and extended reasoning.

#ModelIntelligence$/MHolds under
1GPT-5.5 OpenAI1466.8 +25.6$11.25
  • Balanced −44%
  • Summarise −47%
  • Chat −41%
  • Code gen −41%
  • Agentic −43%
2GPT-5.6 Sol OpenAI1457.2 +16$8.00
  • Balanced −60%
  • Summarise −60%
  • Chat −60%
  • Code gen −60%
  • Agentic −60%
3GPT-5.4 OpenAI1452.5 +11.3$5.63
  • Balanced −72%
  • Summarise −74%
  • Chat −71%
  • Code gen −70%
  • Agentic −71%
4GPT-5.6 Terra OpenAI1448.3 tie$4.50
  • Balanced −78%
  • Summarise −79%
  • Chat −77%
  • Code gen −76%
  • Agentic −77%
5GPT-6.1 Sol OpenAI1445.6 tie$4.00
  • Balanced −80%
  • Summarise −80%
  • Chat −80%
  • Code gen −80%
  • Agentic −81%

Alternatives with recorded capability losses 40

These improve score or price without worsening the other under the listed workloads, but reduce at least one recorded capability. Read the last column before switching.

ModelIntelligence$/MHolds underRecorded capability loss
Gemini 4 Argon Google1528.6 +87.4$8.00
  • Balanced −60%
  • Summarise −61%
  • Chat −60%
  • Code gen −60%
  • Agentic −61%
  • 1.1M → 1M context
Claude Opus 5.5 Anthropic1515.8 +74.6$8.00
  • Balanced −60%
  • Summarise −61%
  • Chat −60%
  • Code gen −60%
  • Agentic −61%
  • 1.1M → 1M context
Claude Fable 5.1 Anthropic1513.8 +72.6$20.00
  • Balanced same price
  • Summarise −2%
  • Chat −1%
  • Code gen under 1% less
  • Agentic −4%
  • 1.1M → 1M context
Claude Opus 5 Anthropic1504.1 +62.9$10.00
  • Balanced −50%
  • Summarise −50%
  • Chat −50%
  • Code gen −50%
  • Agentic −50%
  • 1.1M → 1M context
Gemini 3.8 Flash Google1498.5 +57.3$3.00
  • Balanced −85%
  • Summarise −85%
  • Chat −85%
  • Code gen −85%
  • Agentic −85%
  • 1.1M → 1M context
  • 128K → 66K max output
Claude Opus 4.6 Anthropic1501.7 +60.5$10.00
  • Balanced −50%
  • Summarise −50%
  • Chat −50%
  • Code gen −50%
  • Agentic −50%
  • 1.1M → 1M context
Muse Wonder Meta1499.2 +58$8.00
  • Balanced −60%
  • Summarise −61%
  • Chat −60%
  • Code gen −60%
  • Agentic −61%
  • 1.1M → 1M context
MiMo-V2.6-Pro Xiaomi1491.4 +50.2$0.540 Price under confirmation since Nov 5, 2026
  • Balanced −97%
  • Summarise −96%
  • Chat −98%
  • Code gen −98%
  • Agentic −98%
  • no file input
Muse Spark 1.3 Meta1490.6 +49.4$2.00
  • Balanced −90%
  • Summarise −88%
  • Chat −91%
  • Code gen −91%
  • Agentic −90%
  • 1.1M → 1M context
Gemini 3.7 Flash Google1489.1 +47.9$3.00
  • Balanced −85%
  • Summarise −85%
  • Chat −85%
  • Code gen −85%
  • Agentic −85%
  • 1.1M → 1M context
  • 128K → 66K max output
Claude Opus 4.7 Anthropic1489.7 +48.5$10.00
  • Balanced −50%
  • Summarise −50%
  • Chat −50%
  • Code gen −50%
  • Agentic −50%
  • 1.1M → 1M context
Muse Spark 1.2 Meta1482.7 +41.5$2.00
  • Balanced −90%
  • Summarise −88%
  • Chat −91%
  • Code gen −91%
  • Agentic −90%
  • 1.1M → 1M context
Claude Fable 5 Anthropic1491.6 +50.4$20.00
  • Balanced same price
  • Summarise same price
  • Chat same price
  • Code gen same price
  • Agentic same price
  • 1.1M → 1M context
Gemini 3.6 Flash Google1479.8 +38.6$1.50
  • Balanced −93%
  • Summarise −93%
  • Chat −93%
  • Code gen −93%
  • Agentic −93%
  • 1.1M → 1M context
  • 128K → 66K max output
Gemini 3.1 Pro Preview Google1480.1 +38.9$4.50
  • Balanced −78%
  • Summarise −79%
  • Chat −77%
  • Code gen −76%
  • Agentic −77%
  • 1.1M → 1M context
  • 128K → 66K max output
Muse Spark 1.1 Meta1478.3 +37.1$2.00
  • Balanced −90%
  • Summarise −88%
  • Chat −91%
  • Code gen −91%
  • Agentic −90%
  • 1.1M → 1M context
Gemini 3.5 Flash Google1478.2 +37$3.38
  • Balanced −83%
  • Summarise −84%
  • Chat −82%
  • Code gen −82%
  • Agentic −83%
  • 1.1M → 1M context
  • 128K → 66K max output
Kimi K3 Moonshot AI1475.7 +34.5$3.96 Price under confirmation since Nov 4, 2026
  • Balanced −80%
  • Summarise −84%
  • Chat −77%
  • Code gen −77%
  • Agentic −78%
  • 1.1M → 1M context
  • no file input
GLM 5.3 Z.ai1473.8 +32.6$0.409 Price under confirmation since Nov 4, 2026
  • Balanced −98%
  • Summarise −98%
  • Chat −97%
  • Code gen −97%
  • Agentic −97%
  • 1.1M → 1M context
  • no file, image input
GLM 5.3 Flash Z.ai1473 +31.8$0.102 Price under confirmation since Nov 5, 2026
  • Balanced −99%
  • Summarise −99%
  • Chat −99%
  • Code gen −99%
  • Agentic −99%
  • 1.1M → 1M context
  • no file input
Claude Sonnet 5.5 Anthropic1472.9 +31.7$4.00
  • Balanced −80%
  • Summarise −80%
  • Chat −80%
  • Code gen −80%
  • Agentic −81%
  • 1.1M → 1M context
GLM 5.2 Z.ai1469.6 +28.4$0.409 Price under confirmation since Nov 4, 2026
  • Balanced −98%
  • Summarise −98%
  • Chat −97%
  • Code gen −97%
  • Agentic −97%
  • 1.1M → 1M context
  • no file, image input
DeepSeek V4.1 Flash DeepSeek1464.5 +23.3$0.096 Price under confirmation since Nov 5, 2026
  • Balanced over 99% less
  • Summarise over 99% less
  • Chat −99%
  • Code gen −99%
  • Agentic −99%
  • 1.1M → 1M context
  • no file input
MiMo-V2.5-Pro Xiaomi1464.2 +23$0.810 Price under confirmation since Nov 5, 2026 262K context at this price; 1M published
  • Balanced −96%
  • Summarise −95%
  • Chat −96%
  • Code gen −96%
  • Agentic −96%
  • 1.1M → 262K context at this price
  • no file, image input
GLM 5.1 Z.ai1462.8 +21.6$1.40
  • Balanced −93%
  • Summarise −92%
  • Chat −94%
  • Code gen −94%
  • Agentic −93%
  • 1.1M → 205K context
  • no file, image input
Claude Opus 4.8 Anthropic1461.3 +20.1$10.00
  • Balanced −50%
  • Summarise −50%
  • Chat −50%
  • Code gen −50%
  • Agentic −50%
  • 1.1M → 1M context
Gemini 2.5 Pro Google1457.7 +16.5$3.44
  • Balanced −83%
  • Summarise −86%
  • Chat −81%
  • Code gen −81%
  • Agentic −82%
  • 1.1M → 1M context
  • 128K → 66K max output
Kimi K2.6 Moonshot AI1455.6 +14.4$1.40
  • Balanced −93%
  • Summarise −92%
  • Chat −93%
  • Code gen −93%
  • Agentic −91%
  • 1.1M → 262K context
  • no file input
Claude Sonnet 4.6 Anthropic1457.7 +16.5$6.00
  • Balanced −70%
  • Summarise −70%
  • Chat −70%
  • Code gen −70%
  • Agentic −70%
  • 1.1M → 1M context
Qwen3.7 Plus Qwen1454.6 +13.4$0.560
  • Balanced −97%
  • Summarise −97%
  • Chat −97%
  • Code gen −97%
  • Agentic −97%
  • 1.1M → 1M context
  • no file input
MiMo-V2.6-Flash Xiaomi1451.2 tie$0.175
  • Balanced −99%
  • Summarise −99%
  • Chat −99%
  • Code gen −99%
  • Agentic −99%
  • no file input
Grok 4.5 xAI1447.6 tie$3.00
  • Balanced −85%
  • Summarise −82%
  • Chat −87%
  • Code gen −87%
  • Agentic −85%
  • 1.1M → 500K context
Claude Opus 4.5 Anthropic1450.9 tie$10.00
  • Balanced −50%
  • Summarise −50%
  • Chat −50%
  • Code gen −50%
  • Agentic −50%
  • 1.1M → 200K context
  • 128K → 64K max output
GLM 5 Z.ai1445.9 tie$1.09
  • Balanced −95%
  • Summarise −93%
  • Chat −95%
  • Code gen −95%
  • Agentic −94%
  • 1.1M → 205K context
  • no file, image input
DeepSeek V4 Pro 0423 DeepSeek1446 tie$1.53
  • Balanced −92%
  • Summarise −91%
  • Chat −93%
  • Code gen −93%
  • Agentic −92%
  • 1.1M → 1M context
  • no file, image input
Kimi K2.5 Moonshot AI1444.9 tie$1.20
  • Balanced −94%
  • Summarise −94%
  • Chat −94%
  • Code gen −94%
  • Agentic −94%
  • 1.1M → 262K context
  • no file input
Gemma 4 31B Google1443 tie$0.205 Price under confirmation since Nov 4, 2026
  • Balanced −99%
  • Summarise −98%
  • Chat −99%
  • Code gen −99%
  • Agentic −98%
  • 1.1M → 262K context
  • 128K → 16K max output
  • no file input
Step 5 Preview StepFun1442.7 tie$1.43
  • Balanced −93%
  • Summarise −91%
  • Chat −94%
  • Code gen −94%
  • Agentic −93%
  • 1.1M → 1M context
  • 128K → 64K max output
  • no file input
Inkling Thinking Machines1442.7 tie$1.76
  • Balanced −91%
  • Summarise −90%
  • Chat −92%
  • Code gen −92%
  • Agentic −91%
  • 1.1M → 524K context
  • no file input
Claude Sonnet 5 Anthropic1442.7 tie$4.00
  • Balanced −80%
  • Summarise −80%
  • Chat −80%
  • Code gen −80%
  • Agentic −80%
  • 1.1M → 1M context

What this compares, and what it leaves out

  • Quality is LMArena Elo, used under CC BY 4.0 from the official dataset. The 95% confidence interval on a difference between two scores is about ±10.21 points, so a gap smaller than that is marked tie rather than an improvement — see significance bands.
  • 197 further models at this delivery mode carry a price but no independent score. They are absent from the comparison in both directions — unrated is not a zero, and an unmeasured model is neither an alternative nor a worse buy.
  • Retired models are never offered as an alternative, and a model only competes against its own delivery mode: batch trades latency for price, so it is not a like-for-like swap.
  • Nothing here measures latency, throughput, rate limits or how a model behaves on your prompts. Two models with the same index score are not interchangeable.
  • Models with no higher-scoring or cheaper alternative that is no worse on the other axis are on the value frontier. Models with such an alternative are listed here.
Evidence & Ask