GPT-5.4 Pro vs Kimi K3
Kimi K3 comes out ahead, 65 to 60 on our weighted score, and it is the cheaper option too.
OpenAI
GPT-5.4 Pro
60/100- ECI159.1
- Price$30.00 / $180.00
- Context1.05M
- Our pick
Moonshot AI
Kimi K3
65/100- ECI157.6
- Price$3.00 / $15.00
- Context1.05M
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Kimi K3 is our pick
Kimi K3 is the better all-round choice, scoring 65/100 against GPT-5.4 Pro (60). It leads on price and inputs & features. GPT-5.4 Pro wins on capability. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.
- CapabilityGPT-5.4 ProCapabilities Index (ECI): GPT-5.4 Pro 159.1 · Kimi K3 157.6
- Lowest priceKimi K3Kimi K3 $6.00 · GPT-5.4 Pro $67.50 per 1M tokens (3:1 blend)
- Longest contextAbout the sameGPT-5.4 Pro 1,050,000 · Kimi K3 1,048,576 tokens
- Widest inputsKimi K3GPT-5.4 Pro: Text, Images · Kimi K3: Text, Images, Video
- Self-hostingKimi K3Publishes downloadable weights
| Measure | Weight | GPT-5.4 Pro | Kimi K3 |
|---|---|---|---|
| CapabilityCapabilities Index (ECI) | 50% | 90 | 88 |
| Price | 25% | 0 | 13 |
| Inputs & features | 15% | 60 | 80 |
| Context window | 10% | 61 | 61 |
| Overall | 100% | 60/100 | 65/100 |
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | ||
|---|---|---|
| Capability | ||
| Capabilities Index (ECI) | 159.1 (best) | 157.6 |
| ECI rank | #11 of 148 (best) | #13 of 148 |
| GPQA DiamondGraduate-level science questions | 94.6% (best) | 93.1% |
| FrontierMath Tiers 1–3Research-level mathematics | 82.5% (best) | 72.2% |
| OTIS Mock AIME 2024–2025Competition mathematics | — | 97.2% |
| SimpleQA VerifiedShort factual questions | 46.3% | 50.6% (best) |
| Price per million tokens | ||
| Input | $30.00 | $3.00 (best) |
| Output | $180.00 | $15.00 (best) |
| Cached input | — | $0.30 |
| Blended (3:1) | $67.50 | $6.00 (best) |
| Long-context rate | Over 272K: $60.00 / $270.00 | Same rate |
| Price source | Official OpenAI API | Official Moonshot AI API |
| Limits | ||
| Context window | 1,050,000 tokens (best) | 1,048,576 tokens |
| Max output | 128,000 tokens | 131,072 tokens (best) |
| Inputs and features | ||
| Text | Yes | Yes |
| Images | Yes | Yes |
| PDFs | No | No |
| Audio | No | No |
| Video | No | Yes |
| Reasoning | Yesmedium · high · xhigh | Yeslow · high · max |
| Tool calling | Yes | Yes |
| Structured output | No | Yes |
| Availability | ||
| Weights | Proprietary | Open |
| API model ID | gpt-5.4-pro | kimi-k3 |
| API providers | 16 | 68 (best) |
| Released | Mar 5, 2026 | Jul 16, 2026 |
| Knowledge cutoff | 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-5.4 Pro$660.00
Kimi K3$60.00
Which should you choose?
Which is better: GPT-5.4 Pro or Kimi K3?
Kimi K3 is the better all-round choice, scoring 65/100 against GPT-5.4 Pro (60). It leads on price and inputs & features. GPT-5.4 Pro wins on capability. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.
Which is cheaper, GPT-5.4 Pro or Kimi K3?
Kimi K3 is cheaper at $3.00 input / $15.00 output per million tokens (official Moonshot AI API price). GPT-5.4 Pro costs $30.00 input / $180.00 output per million tokens (official OpenAI API price). At a typical mix of three input tokens to one output token, that is $6.00 per million tokens for Kimi K3 versus $67.50 for GPT-5.4 Pro (11× as much).
Which scores higher on benchmarks?
GPT-5.4 Pro scores higher on the Capabilities Index (ECI): GPT-5.4 Pro 159.1 (#11 of 148) and Kimi K3 157.6 (#13 of 148). The confidence ranges of the top two overlap (156.5–161.9 vs 154.9–160.4), so treat the gap as small. On individual benchmarks: GPQA Diamond — GPT-5.4 Pro 94.6%, Kimi K3 93.1%; FrontierMath Tiers 1–3 — GPT-5.4 Pro 82.5%, Kimi K3 72.2%; SimpleQA Verified — Kimi K3 50.6%, GPT-5.4 Pro 46.3%.
Which is better for coding?
There are no published SWE-bench Verified results for GPT-5.4 Pro and Kimi K3 yet, so there is no like-for-like coding score. On overall capability, GPT-5.4 Pro leads, which tends to carry over to coding, but test on your own codebase. Both support tool calling for agent workflows.
Which has the bigger context window?
Their context windows are effectively the same size: GPT-5.4 Pro 1,050,000 and Kimi K3 1,048,576 tokens. Maximum output per response: GPT-5.4 Pro up to 128,000, Kimi K3 up to 131,072 tokens.
Which can read images, PDFs, audio or video?
GPT-5.4 Pro accepts text and images; Kimi K3 accepts text, images and video. Kimi K3 handles the widest range of inputs.
Are any of these open source?
Kimi K3 publishes its weights and can be self-hosted; GPT-5.4 Pro is proprietary.
Which is newer?
Kimi K3 is the newest, released Jul 16, 2026. GPT-5.4 Pro came out Mar 5, 2026. Knowledge cutoff: GPT-5.4 Pro 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.