Head to head · tested 27 Oct 2026

GPT-5.3-Codex vs o3: accuracy, speed and price

Similar accuracy; o3 costs less per question.

OpenAIGPT-5.3-Codex82.5% score · #3$0.01 per question95 tok/sOpenAIo372.5% score · #21$0.0088 per question163 tok/s

Verdict

Built from the measurements below

  • Accuracy is too close to call: GPT-5.3-Codex scored 82.5% and o3 72.5% on the same 80 questions, a gap within what chance alone could produce.
  • o3 is 1.2× cheaper per question as billed ($0.0088 vs $0.01), reasoning tokens included.
  • o3 generates text 1.7× faster: 163 tokens per second against 95.
  • o3 starts answering sooner: 1.2 s to the first token, against 1.4 s for GPT-5.3-Codex.
  • GPT-5.3-Codex accepts more context: 400k tokens against 200k.

Which should you choose?

Choose GPT-5.3-Codex for a 400k-token context window. Choose o3 for faster streaming and a quicker first token. The widest subject gap is in engineering: GPT-5.3-Codex answered 11 of 15 correctly, o3 8 of 15. With so few questions per subject, treat this as a lead to test on your own prompts, not a result.

Accuracy gap +10.0 points (z = 1.51). A winner is called only when z is at least 1.96, the usual 95% threshold. Speed, latency and price need a 10% margin.

Head to head

Same questions, same prompt, same API

MeasureGPT-5.3-Codexo3Edge
Verification scoreHigher is better82.5%72.5%Too close to call
Cost per questionLower is better$0.01$0.0088o3
Output speedHigher is better95163o3
Time to first tokenLower is better1.4 s1.2 so3
End-to-end response timeLower is better5.2 s3.9 so3
Tokens per questionLower is better6991,025GPT-5.3-Codex
Context windowHigher is better400k200kGPT-5.3-Codex

Side by side

Bars are scaled to the larger of the two values. The winner on each measure is marked in bold.

Every measure

GPT-5.3-Codex first, o3 second

Verification scorehigher is better
GPT-5.3-Codex82.5%
o372.5%
Cost per questionlower is better
GPT-5.3-Codex$0.01
o3$0.0088
Output speedhigher is better
GPT-5.3-Codex95
o3163
Time to first tokenlower is better
GPT-5.3-Codex1.4 s
o31.2 s
End-to-end response timelower is better
GPT-5.3-Codex5.2 s
o33.9 s
Tokens per questionlower is better
GPT-5.3-Codex699
o31,025
Context windowhigher is better
GPT-5.3-Codex400k
o3200k

Score vs. cost per question

Both models in color, every other model in grey

Most attractive quadrant0255075100$0.00001$0.0001$0.001$0.01$0.10Cost per question (USD, log) →Verification score (%) →Qwen3.8 2.4T A95BCommand AReka Flash 3Gemma 4 26B A4BGemma 4 31BQwen3.5 397B A17BHermes 4 405BMuse WonderGrok 4.7o3gpt-oss-20bMinistral 3 3B 2512Nova Micro 1.0Phi 4Granite 4.2 8BHy3GLM 5.3 FlashSolar Pro 4Trinity Large ThinkingMiniMax M3Mistral Large 4Claude Opus 5.5GPT-6.1 SolGemini 4 ArgonGPT-5.4GPT-6 Lunagpt-oss-120bLlama 4 Maverick

Specifications and pricing

From OpenRouter's catalogue, plus the leaderboard's test dates

SpecificationGPT-5.3-Codexo3
CreatorOpenAIOpenAI
Released24 Feb 202616 Apr 2025
Weights——
ReasoningYesYes
Inputtext, image, fileimage, text, file
Outputtexttext
Context window400k tokens200k tokens
Knowledge cutoff—30 Jun 2024
List price in / out per 1M$1.75 / $14$2 / $8
Blended price per 1M (3:1)$4.81$3.50
Cheapest hostAzure · $1.75 / $14OpenAI · $2 / $8
Hosts on OpenRouter21
Last tested27 Oct 202627 Oct 2026

Compare any two models →

GPT-5.3-Codex vs o3: frequently asked questions

Is GPT-5.3-Codex better than o3?
On accuracy they are statistically tied: GPT-5.3-Codex scored 82.5% and o3 72.5% on the same 80 questions from open datasets. Similar accuracy; o3 costs less per question.
Which is cheaper, GPT-5.3-Codex or o3?
o3 is cheaper: $0.0088 per question as billed, against $0.01. List prices: GPT-5.3-Codex $1.75 in / $14 out, o3 $2 in / $8 out per million tokens.
Which is faster, GPT-5.3-Codex or o3?
o3 is faster at 163 output tokens per second, against 95. Time to first token: 1.4 s for GPT-5.3-Codex, 1.2 s for o3.
Which has the larger context window, GPT-5.3-Codex or o3?
GPT-5.3-Codex, with 400k tokens against 200k.