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Beam 1.0 vs GPT-6 Astra

GPT-6 Astra leads the LLM Stats Score 58.2 to 44.6. Beam 1.0 is 33.3x cheaper per token.

Reflection AI · OpenAI · Updated for 2026

Which is better?

GPT-6 Astra leads the overall LLM Stats Score 58.2 to 44.6, ranking #3 overall.

In the 4 individual benchmarks reported for both models, GPT-6 Astra wins 4; this is a narrower head-to-head signal than the composite indexes.

On price, Beam 1.0 is roughly 33.3x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

GPT-6 Astra also accepts a larger context window (1,050,000 input tokens), making it the stronger choice for long documents and large codebases.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose Beam 1.0

  • cost matters — it's about 33.3x cheaper per token
  • you want the most recent training data — it shipped Oct 2026
  • you need open weights you can self-host or fine-tune

Choose GPT-6 Astra

  • overall performance matters — it scores 58.2 and ranks #3 on LLM Stats
  • your work emphasizes reasoning and coding — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 4 of 4 exact shared results
  • you process long inputs — it offers a 1,050,000 token context window

At a glance

The differences that matter most.

Core performance indexes
44.6
#46
58.2
#3
45.5
#37
57.3
#2
33.7
#39
46.4
#3
28.8
#53
45.0
#2
Cost, coverage & limits
Benchmark wins
0 of 4
4 of 4
Input price
$0.40 / M
$10.00 / M
Output price
$1.20 / M
$50.00 / M
Context window
1,048,576
1,050,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

3 shared
Index
Beam 1.0
GPT-6 Astra
35.1#45
33.5#57
15.9#105
40.6#4
26.4#32
36.9#1
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

22 reported for Beam 1.0 · 22 for GPT-6 Astra

4 shared

Beam 1.0 outperforms in 0 benchmarks, while GPT-6 Astra is better at 4 benchmarks (AutomationBench, BrowseComp, DeepSWE 1.1, GPQA).

GPT-6 Astra significantly outperforms across most benchmarks.

Thu Oct 22 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Beam 1.0 costs less

For input processing, Beam 1.0 ($0.40/1M tokens) is 25.0x cheaper than GPT-6 Astra ($10.00/1M tokens).

For output processing, Beam 1.0 ($1.20/1M tokens) is 41.7x cheaper than GPT-6 Astra ($50.00/1M tokens).

In conclusion, GPT-6 Astra is more expensive than Beam 1.0.*

* Using a 3:1 ratio of input to output tokens

Lowest available price from all providers
Thu Oct 22 2026 • llm-stats.com
Reflection AI
Beam 1.0
Input tokens$0.40
Output tokens$1.20
Best providerTogether
OpenAI
GPT-6 Astra
Input tokens$10.00
Output tokens$50.00
Best providerOpenAI
Notice missing or incorrect data?

Context Window

Maximum input and output token capacity

GPT-6 Astra accepts 1,050,000 input tokens compared to Beam 1.0's 1,048,576 tokens. Beam 1.0 can generate longer responses up to 131,072 tokens, while GPT-6 Astra is limited to 128,000 tokens.

Reflection AI
Beam 1.0
Input1,048,576 tokens
Output131,072 tokens
OpenAI
GPT-6 Astra
Input1,050,000 tokens
Output128,000 tokens
Thu Oct 22 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

GPT-6 Astra supports multimodal inputs, whereas Beam 1.0 does not.

GPT-6 Astra can handle both text and other forms of data like images, making it suitable for multimodal applications.

Beam 1.0

Text
Images
Audio
Video

GPT-6 Astra

Text
Images
Audio
Video

License

Usage and distribution terms

Beam 1.0 is licensed under Apache 2.0, while GPT-6 Astra uses a proprietary license.

License differences may affect how you can use these models in commercial or open-source projects.

Beam 1.0

Apache 2.0

Open weights

GPT-6 Astra

Proprietary

Closed source

Release Timeline

When each model was launched

Beam 1.0 was released on 2026-10-16, while GPT-6 Astra was released on 2026-09-04.

Beam 1.0 is 1 month newer than GPT-6 Astra.

Beam 1.0

Oct 16, 2026

6 days ago

1mo newer
GPT-6 Astra

Sep 4, 2026

1 months ago

Knowledge Cutoff

When training data ends

Beam 1.0 has a knowledge cutoff of 2026-06-30, while GPT-6 Astra has a cutoff of 2026-04-30.

Beam 1.0 has more recent training data (up to 2026-06-30), making it potentially better informed about events through that date compared to GPT-6 Astra (2026-04-30).

Beam 1.0

Jun 2026

2 mo newer
GPT-6 Astra

Apr 2026

Provider Availability

Beam 1.0 is available from Together, Reflection AI. GPT-6 Astra is available from OpenAI.

Beam 1.0

together logo
Together
Input Price:Input: $0.40/1MOutput Price:Output: $1.20/1M
reflection logo
Unknown Organization

GPT-6 Astra

openai logo
OpenAI
Input Price:Input: $10.00/1MOutput Price:Output: $50.00/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against Beam 1.0 and GPT-6 Astra side-by-side, then vote on the output you prefer.

Beam 1.0
✓ Preferred
GPT-6 Astra
Open in Playground

FAQ

Common questions about Beam 1.0 vs GPT-6 Astra.

Which is better, Beam 1.0 or GPT-6 Astra?

GPT-6 Astra leads the LLM Stats Score 58.2 to 44.6. Beam 1.0 is made by Reflection AI and GPT-6 Astra is made by OpenAI. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Beam 1.0 compare to GPT-6 Astra in benchmarks?

Beam 1.0 scores AIME 2026: 97.7%, GPQA: 90.6%, LiveCodeBench: 88.3%, SWE-Bench Verified: 81.6%, MCP Atlas: 80.8%. GPT-6 Astra scores ExploitBench: 100.0%, ARC-AGI-3: 99.9%, ARC-AGI: 98.5%, FrontierMath Tier 4 (v2): 97.6%, GPQA: 96.0%.

Is Beam 1.0 cheaper than GPT-6 Astra?

Beam 1.0 is 25.0x cheaper for input tokens. Beam 1.0 costs $0.40/M input and $1.20/M output via together. GPT-6 Astra costs $10.00/M input and $50.00/M output via openai.

What are the context window sizes for Beam 1.0 and GPT-6 Astra?

Beam 1.0 supports 1.0M tokens and GPT-6 Astra supports 1.1M tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Beam 1.0 and GPT-6 Astra?

Key differences include LLM Stats Score (44.6 vs 58.2), context window (1.0M vs 1.1M), input pricing ($0.40 vs $10.00/M), multimodal support (no vs yes), licensing (Apache 2.0 vs Proprietary). See the full comparison above for benchmark-by-benchmark results.

Who makes Beam 1.0 and GPT-6 Astra?

Beam 1.0 is developed by Reflection AI and GPT-6 Astra is developed by OpenAI.