Model Comparison 2026

Claude Sonnet 4.6 vs GPT-5.4

Claude Sonnet 4.6
Anthropic · Balanced · Proprietary
$6.60/1M · 1M ctx
GPT-5.4
OpenAI · Balanced · Proprietary
$6.25/1M · 1.1M ctx

Community Vote

Pick a winner in each dimension — change your vote anytime.

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 $
How much capability you get per dollar
Reliability
Consistent results — fewer refusals, loops, and format breaks

Specs & Pricing, Side by Side

Spec
Sonnet 4.6
GPT-5.4
Maker
Anthropic
OpenAI
Blended price / 1M
$6.60
$6.25
Input / output
$3.00 in · $15 out / 1M tokens
$2.50 in · $15 out / 1M tokens
Context window
1M
1.1M
Open weights
No
No
Tool use
Yes
Yes
Reasoning
Yes
Yes
Output Quality
9.1
9.2
Agentic Ability
9.2
9.1
Speed
8.0
7.6
Value for $
8.0
8.1
Reliability
9.4
8.6

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

Verdict: Sonnet 4.6 or GPT-5.4?

Updated 2026-06-22

Choose Claude Sonnet 4.6 if you want the everyday agent default — strong quality without the flagship price. Choose GPT-5.4 if you want the OpenAI daily driver — strong and well-priced.

In our editorial scoring, Claude Sonnet 4.6 leads in 3 of five dimensions (agentic ability, speed and reliability), while GPT-5.4 leads in 2. On price, Claude Sonnet 4.6 runs about $6.60 per 1M tokens (blended) and is proprietary; GPT-5.4 is about $6.25 and proprietary.

Where Sonnet 4.6 falls short
  • Still steps behind Opus on the very hardest tasks
  • Pricier than open-weight models of similar quality
Full Sonnet 4.6 breakdown →
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 →

The model is half the story — the agent is the other half

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