GPT-5.4 vs Kimi K2.7 Code Highspeed
Too close to call on our weighted score (Kimi K2.7 Code Highspeed 44, GPT-5.4 43). The right pick depends on what you value most.
OpenAI
GPT-5.4
43/100- ECI156.9
- Price$2.50 / $15.00
- Context1.05M
Moonshot AI
Kimi K2.7 Code Highspeed
44/100- ECI—
- Price$1.90 / $8.00
- Context262K
Add a model
Make it a three-way comparison.
Too close to call
It is close. Our weighted score puts them within a point (Kimi K2.7 Code Highspeed 44/100, GPT-5.4 43/100), so choose by what matters most for your work: Kimi K2.7 Code Highspeed on price and GPT-5.4 for long inputs. 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 priceKimi K2.7 Code HighspeedKimi K2.7 Code Highspeed $3.42 · GPT-5.4 $5.63 per 1M tokens (3:1 blend)
- Longest contextGPT-5.4GPT-5.4 1,050,000 · Kimi K2.7 Code Highspeed 262,144 tokens
- Widest inputsSame inputsGPT-5.4: Text, Images, PDFs · Kimi K2.7 Code Highspeed: Text, Images, Video
- Self-hostingKimi K2.7 Code HighspeedPublishes downloadable weights
| Measure | Weight | GPT-5.4 | Kimi K2.7 Code Highspeed |
|---|---|---|---|
| Price | 50% | 14 | 25 |
| Inputs & features | 30% | 80 | 80 |
| Context window | 20% | 61 | 37 |
| Overall | 100% | 43/100 | 44/100 |
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) | 156.9 | — |
| ECI rank | #16 of 148 | — |
| GPQA DiamondGraduate-level science questions | 93.3% | — |
| FrontierMath Tiers 1–3Research-level mathematics | 78.6% | — |
| OTIS Mock AIME 2024–2025Competition mathematics | 97.8% | — |
| SWE-bench VerifiedFixing real GitHub issues | 76.9% | — |
| SimpleQA VerifiedShort factual questions | 45.1% | — |
| Price per million tokens | ||
| Input | $2.50 | $1.90 (best) |
| Output | $15.00 | $8.00 (best) |
| Cached input | $0.25 | — |
| Blended (3:1) | $5.63 | $3.42 (best) |
| Long-context rate | Over 272K: $5.00 / $22.50 | Same rate |
| Price source | Official OpenAI API | Median of 11 providers |
| Limits | ||
| Context window | 1,050,000 tokens (best) | 262,144 tokens |
| Max output | 128,000 tokens | 262,144 tokens (best) |
| Inputs and features | ||
| Text | Yes | Yes |
| Images | Yes | Yes |
| PDFs | Yes | No |
| Audio | No | No |
| Video | No | Yes |
| Reasoning | Yeslow · medium · high · xhigh | Yes |
| Tool calling | Yes | Yes |
| Structured output | Yes | Yes |
| Availability | ||
| Weights | Proprietary | Open |
| API model ID | gpt-5.4 | — |
| API providers | 36 (best) | 11 |
| Released | Mar 5, 2026 | Jun 12, 2026 |
| Knowledge cutoff | Aug 31, 2025 | Jan 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$55.00
Kimi K2.7 Code Highspeed$35.00
Which should you choose?
Which is better: GPT-5.4 or Kimi K2.7 Code Highspeed?
It is close. Our weighted score puts them within a point (Kimi K2.7 Code Highspeed 44/100, GPT-5.4 43/100), so choose by what matters most for your work: Kimi K2.7 Code Highspeed on price and GPT-5.4 for long inputs. 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-5.4 or Kimi K2.7 Code Highspeed?
Kimi K2.7 Code Highspeed is cheaper at $1.90 input / $8.00 output per million tokens (median across 11 API providers). GPT-5.4 costs $2.50 input / $15.00 output per million tokens (official OpenAI API price). At a typical mix of three input tokens to one output token, that is $3.42 per million tokens for Kimi K2.7 Code Highspeed versus $5.63 for GPT-5.4 (1.6× as much).
Which scores higher on benchmarks?
There is no independent benchmark that covers both models yet. GPT-5.4 has an ECI of 156.9 and Kimi K2.7 Code Highspeed has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Kimi K2.7 Code Highspeed 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-5.4 has the largest context window at 1,050,000 tokens, against 262,144 for Kimi K2.7 Code Highspeed. Maximum output per response: GPT-5.4 up to 128,000, Kimi K2.7 Code Highspeed up to 262,144 tokens.
Which can read images, PDFs, audio or video?
GPT-5.4 accepts text, images and PDFs; Kimi K2.7 Code Highspeed accepts text, images and video. They handle the same number of input types.
Are any of these open source?
Kimi K2.7 Code Highspeed publishes its weights and can be self-hosted; GPT-5.4 is proprietary.
Which is newer?
Kimi K2.7 Code Highspeed is the newest, released Jun 12, 2026. GPT-5.4 came out Mar 5, 2026. Knowledge cutoff: GPT-5.4 Aug 31, 2025, Kimi K2.7 Code Highspeed Jan 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.