GPT-5.2 Chat vs GPT-5.3 Codex
GPT-5.3 Codex comes out ahead, 42 to 35 on our weighted score.
OpenAI
GPT-5.2 Chat
35/100- ECI—
- Price$1.75 / $14.00
- Context128K
- Our pick
OpenAI
GPT-5.3 Codex
42/100- ECI156.8
- Price$1.75 / $14.00
- Context400K
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Make it a three-way comparison.
GPT-5.3 Codex is our pick
GPT-5.3 Codex is the better all-round choice, scoring 42/100 against GPT-5.2 Chat (35). It leads on inputs & features and context window. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.
- CapabilityNot enough dataNo independent benchmark covers every model here yet
- Lowest priceSame priceGPT-5.2 Chat $4.81 · GPT-5.3 Codex $4.81 per 1M tokens (3:1 blend)
- Longest contextGPT-5.3 CodexGPT-5.3 Codex 400,000 · GPT-5.2 Chat 128,000 tokens
- Widest inputsGPT-5.3 CodexGPT-5.2 Chat: Text, Images · GPT-5.3 Codex: Text, Images, PDFs
- Self-hostingNo open weightsBoth are available only through APIs
| Measure | Weight | GPT-5.2 Chat | GPT-5.3 Codex |
|---|---|---|---|
| Price | 50% | 18 | 18 |
| Inputs & features | 30% | 70 | 80 |
| Context window | 20% | 24 | 44 |
| Overall | 100% | 35/100 | 42/100 |
Left out because at least one model lacks the data: capability. The remaining weights were rescaled.
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | ||
|---|---|---|
| Capability | ||
| Capabilities Index (ECI) | — | 156.8 |
| ECI rank | — | #18 of 148 |
| SWE-bench VerifiedFixing real GitHub issues | — | 74.8% |
| Price per million tokens | ||
| Input | $1.75 | $1.75 |
| Output | $14.00 | $14.00 |
| Cached input | $0.175 | $0.175 |
| Blended (3:1) | $4.81 | $4.81 |
| Long-context rate | Same rate | Same rate |
| Price source | Official OpenAI API | Official OpenAI API |
| Limits | ||
| Context window | 128,000 tokens | 400,000 tokens (best) |
| Max output | 16,384 tokens | 128,000 tokens (best) |
| Inputs and features | ||
| Text | Yes | Yes |
| Images | Yes | Yes |
| PDFs | No | Yes |
| Audio | No | No |
| Video | No | No |
| Reasoning | Yesmedium | Yeslow · medium · high · xhigh |
| Tool calling | Yes | Yes |
| Structured output | Yes | Yes |
| Availability | ||
| Weights | Proprietary | Proprietary |
| API model ID | gpt-5.2-chat-latest | gpt-5.3-codex |
| API providers | 3 | 19 (best) |
| Released | Dec 11, 2025 | Feb 5, 2026 |
| Knowledge cutoff | Aug 31, 2025 | Aug 31, 2025 |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
GPT-5.2 Chat$45.50
GPT-5.3 Codex$45.50
Which should you choose?
Which is better: GPT-5.2 Chat or GPT-5.3 Codex?
GPT-5.3 Codex is the better all-round choice, scoring 42/100 against GPT-5.2 Chat (35). It leads on inputs & features and context window. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.
Which is cheaper, GPT-5.2 Chat or GPT-5.3 Codex?
GPT-5.2 Chat and GPT-5.3 Codex cost the same: $1.75 input / $14.00 output per million tokens.
Which scores higher on benchmarks?
There is no independent benchmark that covers both models yet. GPT-5.2 Chat has not been scored yet and GPT-5.3 Codex has an ECI of 156.8.
Which is better for coding?
There are no published SWE-bench Verified results for GPT-5.2 Chat yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Both support tool calling for agent workflows.
Which has the bigger context window?
GPT-5.3 Codex has the largest context window at 400,000 tokens, against 128,000 for GPT-5.2 Chat. Maximum output per response: GPT-5.2 Chat up to 16,384, GPT-5.3 Codex up to 128,000 tokens.
Which can read images, PDFs, audio or video?
GPT-5.2 Chat accepts text and images; GPT-5.3 Codex accepts text, images and PDFs. GPT-5.3 Codex handles the widest range of inputs.
Are any of these open source?
No. GPT-5.2 Chat and GPT-5.3 Codex are proprietary and only available through APIs and apps.
Which is newer?
GPT-5.3 Codex is the newest, released Feb 5, 2026. GPT-5.2 Chat came out Dec 11, 2025. Knowledge cutoff: GPT-5.2 Chat Aug 31, 2025, GPT-5.3 Codex Aug 31, 2025.
How do you decide the winner?
Each model gets a 0–100 score on capability (50%, independent benchmark results); price (25%, blended price per million tokens (3 input : 1 output), log scale); inputs & features (15%, image, PDF, audio and video input, tool calling, structured output and reasoning); context window (10%, maximum tokens per request, log scale). Dimensions missing for any model are dropped and the remaining weights rescaled, so every model is judged on the same evidence. Specs and prices come from public model listings and the labs’ own API pages; capability scores come from independent benchmark runs. Data updated Oct 4, 2026.