Data points: 77
Model compare
The readout for GPT-4 and GPT-5.3 Codex, before the detailed comparison sheet.
Weighted outcome: GPT-5.3 Codex. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.
Decision read
GPT-5.3 Codex
GPT-5.3 Codex has the higher weighted result; Model A / B score 8 to 92.
Evidence depth
77 data points
Includes 6 benchmark rows, 0 audit samples, and 6 provider examples.
Selection signal
Start with GPT-5.3 Codex
The charts below split 12 high-signal samples across speed, scores, and audit health.
Switch either side of this report to compare another model with the same LMSpeed data pipeline.
Select a different model to open a new comparison URL.
This report only uses LMSpeed data for GPT-4 and GPT-5.3 Codex: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Model compare | GPT-4 | GPT-5.3 Codex |
|---|---|---|
| Overall leader | Contender | Leading |
| Weighted overall score | 8.0 pts | 92.0 pts |
| Benchmark category leads | 0 categories | 1 categories |
| Operational advantages | First-token latency, Free providers | Cheapest input price, Average speed, Provider coverage |
| Context window | 8.2K tokens | 400K tokens |
| Max output | 4.1K tokens | 128K tokens |
| Modalities | Input Text Output Text | Input Text |
The overall result weights benchmark capability categories at 80% and price, API speed/latency, and availability at 20%. Recent test volume does not affect the winner, and missing benchmark categories are excluded.
| Model compare | GPT-4 | GPT-5.3 Codex |
|---|---|---|
| Developer | OpenAI | OpenAI |
| Released | May 2023 | Feb 2026 |
| Parameters | No data | No data |
| Tokenizer | GPT | GPT |
| Knowledge cutoff | 2021-09-30 | No data |
| OpenRouter ID | openai/gpt-4 | openai/gpt-5.3-codex |
| References | No data | No data |
This report only uses LMSpeed data for GPT-4 and GPT-5.3 Codex: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
GPT-4
GPT-4 has these operational advantages: First-token latency, Free providers.
GPT-5.3 Codex
GPT-5.3 Codex is stronger in benchmark categories (Coding) and operational dimensions (Cheapest input price, Average speed, Provider coverage).
Third-party benchmark profile synced into LMSpeed; only metrics available for both models are shown.
Compare benchmark category scores on a 0-100 scale. Select a category to inspect the gap.
Avg. score
GPT-4
49.5
Avg. score
GPT-5.3 Codex
56.7
GPT-5.3 Codex
GPT-5.3 Codex leads by 9.7
GPT-5.3 Codex
GPT-5.3 Codex
No data
No data
No data
GPT-5.3 Codex
Metric-level scores with benchmark source, rank depth, confidence, error, and evaluation date where available.
GPT-4
winner1.02 s
Rank #41/136 · confidence 4
GPT-5.3 Codex
44.46 s
Rank #120/136 · confidence 4
GPT-4
43.6 tok/s
Rank #127/136 · confidence 4
GPT-5.3 Codex
winner130.7 tok/s
Rank #50/136 · confidence 4
GPT-4
winner1.02 s
Rank #67/136 · confidence 4
GPT-5.3 Codex
44.46 s
Rank #129/136 · confidence 4
GPT-4
$30.00/M
Rank #160/162 · confidence 4
GPT-5.3 Codex
winner$1.75/M
Rank #121/162 · confidence 4
GPT-4
$37.50/M
Rank #160/162 · confidence 4
GPT-5.3 Codex
winner$4.81/M
Rank #133/162 · confidence 4
GPT-4
$60.00/M
Rank #155/162 · confidence 4
GPT-5.3 Codex
winner$14.00/M
Rank #134/162 · confidence 4
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
| Provider | GPT-4 | GPT-5.3 Codex |
|---|---|---|
| No completed audits are available from shared providers yet. | ||
Speed aggregates and input/output pricing share each provider row for real API selection and migration cost checks.
| Provider | GPT-4 | GPT-5.3 Codex |
|---|---|---|
10 tests | GPT-4 speed / latency N/A / N/A input / output No data | GPT-5.3 Codex speed / latency 57 tok/s / 2985ms input / output No data |
10 tests | GPT-4 speed / latency N/A / N/A input / output No data | GPT-5.3 Codex speed / latency 201 tok/s / 2135ms input / output No data |
5 tests | GPT-4 speed / latency N/A / N/A input / output No data | GPT-5.3 Codex speed / latency 45 tok/s / 6276ms input / output No data |
5 tests | GPT-4 speed / latency N/A / N/A input / output No data | GPT-5.3 Codex speed / latency 53 tok/s / 3889ms input / output No data |
0 tests | GPT-4 speed / latency N/A / N/A input / output No data | GPT-5.3 Codex speed / latency N/A / N/A input / output No data |
GPT-4 gpt-4 speed / latency No data input / output $0/request | GPT-5.3 Codex gpt-5.3-codex-2026-02-24 speed / latency No data input / output $0/request |
Weighted outcome: GPT-5.3 Codex. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.
Output
| Features | Text inputText outputTool callingStructured outputsJSON mode | Text inputImage inputFile inputText outputTool callingStructured outputsJSON modeReasoning |
|---|
