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GPT-6 Astra vs Granite 3.3 8B Instruct

GPT-6 Astra leads the LLM Stats Score 60.7 to 2.6. Granite 3.3 8B Instruct is 40.0x cheaper per token.

OpenAI · IBM · Updated for 2026

Which is better?

GPT-6 Astra leads the overall LLM Stats Score 60.7 to 2.6, ranking #1 overall.

On price, Granite 3.3 8B Instruct is roughly 40.0x 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 GPT-6 Astra

  • overall performance matters — it scores 60.7 and ranks #1 on LLM Stats
  • your work emphasizes reasoning and coding — it leads those capability indexes
  • you process long inputs — it offers a 1,050,000 token context window
  • you want the most recent training data — it shipped Sep 2026

Choose Granite 3.3 8B Instruct

  • cost matters — it's about 40.0x cheaper per token
  • you need open weights you can self-host or fine-tune

At a glance

The differences that matter most.

Core performance indexes
60.7
#1
2.6
#302
58.7
#1
3.0
#291
49.0
#1
11.3
#151
Cost, coverage & limits
Benchmark wins
Input price
$10.00 / M
$0.50 / M
Output price
$50.00 / M
$0.50 / M
Context window
1,050,000
128,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
GPT-6 Astra
Granite 3.3 8B Instruct
35.3#42
3.0#280
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

22 reported for GPT-6 Astra · 14 for Granite 3.3 8B Instruct

No common benchmarks found

GPT-6 Astra and Granite 3.3 8B Instructdon't have any common benchmark datasets to compare. They may have been evaluated on different testing suites.

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Granite 3.3 8B Instruct costs less

For input processing, GPT-6 Astra ($10.00/1M tokens) is 20.0x more expensive than Granite 3.3 8B Instruct ($0.50/1M tokens).

For output processing, GPT-6 Astra ($50.00/1M tokens) is 100.0x more expensive than Granite 3.3 8B Instruct ($0.50/1M tokens).

In conclusion, GPT-6 Astra is more expensive than Granite 3.3 8B Instruct.*

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

Lowest available price from all providers
Fri Sep 04 2026 • llm-stats.com
OpenAI
GPT-6 Astra
Input tokens$10.00
Output tokens$50.00
Best providerOpenAI
IBM
Granite 3.3 8B Instruct
Input tokens$0.50
Output tokens$0.50
Best providerReplicate
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

GPT-6 Astra accepts 1,050,000 input tokens compared to Granite 3.3 8B Instruct's 128,000 tokens. GPT-6 Astra can generate longer responses up to 128,000 tokens, while Granite 3.3 8B Instruct is limited to 8,192 tokens.

OpenAI
GPT-6 Astra
Input1,050,000 tokens
Output128,000 tokens
IBM
Granite 3.3 8B Instruct
Input128,000 tokens
Output8,192 tokens
Fri Sep 04 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both GPT-6 Astra and Granite 3.3 8B Instruct support multimodal inputs.

They are both capable of processing various types of data, offering versatility in application.

GPT-6 Astra

Text
Images
Audio
Video

Granite 3.3 8B Instruct

Text
Images
Audio
Video

License

Usage and distribution terms

GPT-6 Astra is licensed under a proprietary license, while Granite 3.3 8B Instruct uses Apache 2.0.

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

GPT-6 Astra

Proprietary

Closed source

Granite 3.3 8B Instruct

Apache 2.0

Open weights

Release Timeline

When each model was launched

GPT-6 Astra was released on 2026-09-03, while Granite 3.3 8B Instruct was released on 2025-04-16.

GPT-6 Astra is 17 months newer than Granite 3.3 8B Instruct.

GPT-6 Astra

Sep 3, 2026

0 days ago

1.4yr newer
Granite 3.3 8B Instruct

Apr 16, 2025

1.4 years ago

Knowledge Cutoff

When training data ends

GPT-6 Astra has a knowledge cutoff of 2026-04-30, while Granite 3.3 8B Instruct has a cutoff of 2024-04-01.

GPT-6 Astra has more recent training data (up to 2026-04-30), making it potentially better informed about events through that date compared to Granite 3.3 8B Instruct (2024-04-01).

GPT-6 Astra

Apr 2026

2 yr newer
Granite 3.3 8B Instruct

Apr 2024

Provider Availability

GPT-6 Astra is available from OpenAI. Granite 3.3 8B Instruct is available from Replicate.

GPT-6 Astra

openai logo
OpenAI
Input Price:Input: $10.00/1MOutput Price:Output: $50.00/1M

Granite 3.3 8B Instruct

replicate logo
Replicate
Input Price:Input: $0.50/1MOutput Price:Output: $0.50/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?Start an Issue discussion

Judge for yourself.

Run your own prompts against GPT-6 Astra and Granite 3.3 8B Instruct side-by-side, then vote on the output you prefer.

GPT-6 Astra
✓ Preferred
Granite 3.3 8B Instruct
Open in Playground

FAQ

Common questions about GPT-6 Astra vs Granite 3.3 8B Instruct.

Which is better, GPT-6 Astra or Granite 3.3 8B Instruct?

GPT-6 Astra leads the LLM Stats Score 60.7 to 2.6. GPT-6 Astra is made by OpenAI and Granite 3.3 8B Instruct is made by IBM. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does GPT-6 Astra compare to Granite 3.3 8B Instruct in benchmarks?

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%. Granite 3.3 8B Instruct scores HumanEval: 89.7%, AttaQ: 88.5%, HumanEval+: 86.1%, AIME 2024: 81.2%, GSM8k: 80.9%.

Is GPT-6 Astra cheaper than Granite 3.3 8B Instruct?

Granite 3.3 8B Instruct is 20.0x cheaper for input tokens. GPT-6 Astra costs $10.00/M input and $50.00/M output via openai. Granite 3.3 8B Instruct costs $0.50/M input and $0.50/M output via replicate.

What are the context window sizes for GPT-6 Astra and Granite 3.3 8B Instruct?

GPT-6 Astra supports 1.1M tokens and Granite 3.3 8B Instruct supports 128K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between GPT-6 Astra and Granite 3.3 8B Instruct?

Key differences include LLM Stats Score (60.7 vs 2.6), context window (1.1M vs 128K), input pricing ($10.00 vs $0.50/M), licensing (Proprietary vs Apache 2.0). See the full comparison above for benchmark-by-benchmark results.

Who makes GPT-6 Astra and Granite 3.3 8B Instruct?

GPT-6 Astra is developed by OpenAI and Granite 3.3 8B Instruct is developed by IBM.