Model comparison
GPT-4o vs GPT-5.3 Codex
Head-to-head evidence from 12 shared benchmark results across 6 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: GPT-4o #165 (Supported); GPT-5.3 Codex #26 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. GPT-4o and GPT-5.3 Codex share 12 comparable benchmark results. 0 of 8 categories are comparable. 1 result is unique to GPT-4o; 9 to GPT-5.3 Codex.
Updated July 20, 2026- Shared results
- 12
- GPT-4o only
- 1
- GPT-5.3 Codex only
- 9
- Comparable categories
- 0 / 8
Benchmark data for GPT-4o and GPT-5.3 Codex is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 12 shared benchmark results across 6 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.
GPT-5.3 Codex is priced at $1.75 input / $14.00 output per 1M tokens, versus $2.50 input / $10.00 output per 1M tokens for GPT-4o. GPT-5.3 Codex has the larger context window at 400K, compared with 128K for GPT-4o.
Category breakdown
Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.
| Category | GPT-4o | Δ | GPT-5.3 Codex |
|---|---|---|---|
| Agentic | GPT-4oNot measured | MarginNo overlap | GPT-5.3 Codex71.4 |
| Coding | GPT-4oNot measured | MarginNo overlap | GPT-5.3 Codex67.2 |
| Math | GPT-4o0.3 | MarginNo overlap | GPT-5.3 CodexNot measured |
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | GPT-4o | GPT-5.3 Codex | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | GPT-4o$2.5 input / $10 output | GPT-5.3 Codex$1.75 input / $14 output | GPT-4o has the lower combined listed price. |
| Generation speedtokens per second | GPT-4o131 tok/s | GPT-5.3 Codex79 tok/s | GPT-4o has the higher measured throughput. |
| First-answer latencyseconds to first token | GPT-4o0.81 s | GPT-5.3 Codex88.26 s | GPT-4o reaches the first token sooner. |
| Context windowmaximum listed tokens | GPT-4o128K | GPT-5.3 Codex400K | GPT-5.3 Codex lists the larger context window. |
Benchmark Deep Dive
Agentic5 benchmarks
Coding5 benchmarks
Reasoning2 benchmarks
Knowledge6 benchmarks
| Benchmark | GPT-4o | GPT-5.3 Codex | Result |
|---|---|---|---|
| Artificial Analysis Intelligence IndexSource | 11.2% | 44.3% | GPT-5.3 Codex leads |
| AA-GPQA DiamondSource | 54.3% | 91.5% | GPT-5.3 Codex leads |
| AA-HLESource | 3.3% | 39.9% | GPT-5.3 Codex leads |
| AA-Omniscience IndexSource | -10.7% | 9.9% | GPT-5.3 Codex leads |
| AA-Omniscience AccuracySource | 19.7% | 51.8% | GPT-5.3 Codex leads |
| AA-Omniscience Hallucination RateSource | 37.9% | 86.9% | GPT-4o leads |
Math1 benchmarks
| Benchmark | GPT-4o | GPT-5.3 Codex | Result |
|---|---|---|---|
| FrontierMath v2 (Tiers 1-3)Source | 0.345% | — | Not comparable |
Multimodal2 benchmarks
Inst. Following1 benchmarks
| Benchmark | GPT-4o | GPT-5.3 Codex | Result |
|---|---|---|---|
| AA-IFBenchSource | 34.3% | 75.4% | GPT-5.3 Codex leads |
Frequently Asked Questions (3)
Can I compare GPT-4o and GPT-5.3 Codex on BenchLM yet?
Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.
Why does this comparison show “coming soon”?
BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.
What data is available for GPT-4o and GPT-5.3 Codex today?
GPT-4o: $2.50 input / $10.00 output per 1M tokens GPT-5.3 Codex: $1.75 input / $14.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.
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