Standard Compute
Model comparison 2026

GPT-5.4 vs GPT-6 Astra

GPT-5.4
OpenAI · Balanced · Proprietary
$6.25/1M · 1.1M ctx
GPT-6 Astra
OpenAI · Frontier · Proprietary
$22/1M · 1.1M ctx

Community vote

Pick a winner in each dimension. You can change your vote any time.

Output Quality
Correctness and depth of what it produces
Agentic Ability
Tool calls, instruction-following, and multi-step tasks
Speed
Tokens per second and time-to-first-token
Value for money
How much capability you get per dollar
Reliability
Consistent results: fewer refusals, loops and format breaks

Specs and pricing side by side

Spec
GPT-5.4
GPT-6 Astra
Maker
OpenAI
OpenAI
Blended price / 1M
$6.25
$22
Input / output
$2.50 in · $15 out / 1M tokens
$10 in · $50 out / 1M tokens
Context window
1.1M
1.1M
Open weights
No
No
Tool use
Yes
Yes
Reasoning
Yes
Yes
Output Quality
9.2
9.7
Agentic Ability
9.1
9.7
Speed
7.6
6.8
Value for money
8.1
6.9
Reliability
8.6
9.3

Pricing and capabilities synced from the OpenRouter catalogue. Scores are editorial (0–10).

Verdict: GPT-5.4 or GPT-6 Astra?

Updated 2026-10-13

Choose GPT-5.4 if you want the OpenAI daily driver — strong and well-priced. Choose GPT-6 Astra if you want the hardest coding and research tasks in OpenAI-based stacks, where cost is secondary.

In our editorial scoring, GPT-6 Astra leads in 3 of five dimensions (output quality, agentic ability and reliability), while GPT-5.4 leads in 2. On price, GPT-5.4 runs about $6.25 per 1M tokens (blended) and is proprietary; GPT-6 Astra is about $22 and proprietary.

Where GPT-5.4 falls short
  • A notch below 5.5 on the hardest tasks
  • Still pricier than open models
Full GPT-5.4 breakdown →
Where GPT-6 Astra falls short
  • Five times GPT-6.1 Sol's price for a small measured gain
  • Slow: about 66 output tokens/s at max effort
Full GPT-6 Astra breakdown →

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