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ERNIE 4.5 vs GPT-6 Astra

GPT-6 Astra leads the LLM Stats Score 59.9 to -13.4. ERNIE 4.5 is 15.4x cheaper per token.

Baidu · OpenAI · Updated for 2026

Which is better?

GPT-6 Astra leads the overall LLM Stats Score 59.9 to -13.4, ranking #1 overall.

In the 1 individual benchmarks reported for both models, GPT-6 Astra wins 1; this is a narrower head-to-head signal than the composite indexes.

On price, ERNIE 4.5 is roughly 15.4x 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 ERNIE 4.5

  • cost matters — it's about 15.4x cheaper per token

Choose GPT-6 Astra

  • overall performance matters — it scores 59.9 and ranks #1 on LLM Stats
  • your work emphasizes reasoning — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 1 of 1 exact shared results
  • you process long inputs — it offers a 1,050,000 token context window
  • you want the most recent training data — it shipped Sep 2026

At a glance

The differences that matter most.

Core performance indexes
-13.4
#368
59.9
#1
-13.4
#362
57.9
#1
Cost, coverage & limits
Benchmark wins
0 of 1
1 of 1
Input price
$0.40 / M
$10.00 / M
Output price
$4.00 / M
$50.00 / M
Context window
128,000
1,050,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
ERNIE 4.5
GPT-6 Astra
-16.3#327
36.0#42
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

20 reported for ERNIE 4.5 · 22 for GPT-6 Astra

1 shared

ERNIE 4.5 outperforms in 0 benchmarks, while GPT-6 Astra is better at 1 benchmark (GPQA).

GPT-6 Astra significantly outperforms across most benchmarks.

Mon Sep 14 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

ERNIE 4.5 costs less

For input processing, ERNIE 4.5 ($0.40/1M tokens) is 25.0x cheaper than GPT-6 Astra ($10.00/1M tokens).

For output processing, ERNIE 4.5 ($4.00/1M tokens) is 12.5x cheaper than GPT-6 Astra ($50.00/1M tokens).

In conclusion, GPT-6 Astra is more expensive than ERNIE 4.5.*

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

Lowest available price from all providers
Mon Sep 14 2026 • llm-stats.com
Baidu
ERNIE 4.5
Input tokens$0.40
Output tokens$4.00
Best providerNovita
OpenAI
GPT-6 Astra
Input tokens$10.00
Output tokens$50.00
Best providerOpenAI
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 ERNIE 4.5's 128,000 tokens. GPT-6 Astra can generate longer responses up to 128,000 tokens, while ERNIE 4.5 is limited to 65,536 tokens.

Baidu
ERNIE 4.5
Input128,000 tokens
Output65,536 tokens
OpenAI
GPT-6 Astra
Input1,050,000 tokens
Output128,000 tokens
Mon Sep 14 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

GPT-6 Astra supports multimodal inputs, whereas ERNIE 4.5 does not.

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

ERNIE 4.5

Text
Images
Audio
Video

GPT-6 Astra

Text
Images
Audio
Video

License

Usage and distribution terms

Both models are licensed under proprietary licenses.

Both models have usage restrictions defined by their respective organizations.

ERNIE 4.5

Proprietary

Closed source

GPT-6 Astra

Proprietary

Closed source

Release Timeline

When each model was launched

ERNIE 4.5 was released on 2025-06-25, while GPT-6 Astra was released on 2026-09-04.

GPT-6 Astra is 15 months newer than ERNIE 4.5.

ERNIE 4.5

Jun 25, 2025

1.2 years ago

GPT-6 Astra

Sep 4, 2026

1 weeks ago

1.2yr newer

Knowledge Cutoff

When training data ends

GPT-6 Astra has a documented knowledge cutoff of 2026-04-30, while ERNIE 4.5's cutoff date is not specified.

We can confirm GPT-6 Astra's training data extends to 2026-04-30, but cannot make a direct comparison without ERNIE 4.5's cutoff date.

ERNIE 4.5

GPT-6 Astra

Apr 2026

Provider Availability

ERNIE 4.5 is available from Novita. GPT-6 Astra is available from OpenAI.

ERNIE 4.5

novita logo
Novita
Input Price:Input: $0.40/1MOutput Price:Output: $4.00/1M

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?Start an Issue discussion

Judge for yourself.

Run your own prompts against ERNIE 4.5 and GPT-6 Astra side-by-side, then vote on the output you prefer.

ERNIE 4.5
✓ Preferred
GPT-6 Astra
Open in Playground

FAQ

Common questions about ERNIE 4.5 vs GPT-6 Astra.

Which is better, ERNIE 4.5 or GPT-6 Astra?

GPT-6 Astra leads the LLM Stats Score 59.9 to -13.4. ERNIE 4.5 is made by Baidu 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 ERNIE 4.5 compare to GPT-6 Astra in benchmarks?

ERNIE 4.5 scores GPQA: 74.0%, ARC-E: 60.7%, PIQA: 55.2%, Winogrande: 51.3%, CLUEWSC: 48.6%. 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 ERNIE 4.5 cheaper than GPT-6 Astra?

ERNIE 4.5 is 25.0x cheaper for input tokens. ERNIE 4.5 costs $0.40/M input and $4.00/M output via novita. GPT-6 Astra costs $10.00/M input and $50.00/M output via openai.

What are the context window sizes for ERNIE 4.5 and GPT-6 Astra?

ERNIE 4.5 supports 128K 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 ERNIE 4.5 and GPT-6 Astra?

Key differences include LLM Stats Score (-13.4 vs 59.9), context window (128K vs 1.1M), input pricing ($0.40 vs $10.00/M), multimodal support (no vs yes). See the full comparison above for benchmark-by-benchmark results.

Who makes ERNIE 4.5 and GPT-6 Astra?

ERNIE 4.5 is developed by Baidu and GPT-6 Astra is developed by OpenAI.