GPT-5.1 Codex Max vs Kimi K2.7 Code Highspeed vs Gemini 2.5 Computer Use Preview
Too close to call on our weighted score (Kimi K2.7 Code Highspeed 44, GPT-5.1 Codex Max 42, Gemini 2.5 Computer Use Preview 35). The right pick depends on what you value most.
OpenAIGPT-5.1 Codex Max
42/100- ECI—
- Price$1.25 / $10.00
- Context400K
Moonshot AIKimi K2.7 Code Highspeed
44/100- ECI—
- Price$1.90 / $8.00
- Context262K
GoogleGemini 2.5 Computer Use Preview
35/100- ECI—
- Price$1.25 / $10.00
- Context128K
Too close to call
It is close. Our weighted score puts them within 2 points (Kimi K2.7 Code Highspeed 44/100, GPT-5.1 Codex Max 42/100, Gemini 2.5 Computer Use Preview 35/100), so choose by what matters most for your work: Kimi K2.7 Code Highspeed on price and GPT-5.1 Codex Max 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-5.1 Codex Max $3.44 · Gemini 2.5 Computer Use Preview $3.44 per 1M tokens (3:1 blend)
- Longest contextGPT-5.1 Codex MaxGPT-5.1 Codex Max 400,000 · Kimi K2.7 Code Highspeed 262,144 · Gemini 2.5 Computer Use Preview 128,000 tokens
- Widest inputsKimi K2.7 Code HighspeedGPT-5.1 Codex Max: Text, Images · Kimi K2.7 Code Highspeed: Text, Images, Video · Gemini 2.5 Computer Use Preview: Text, Images
- Self-hostingKimi K2.7 Code HighspeedPublishes downloadable weights
| Measure | Weight | GPT-5.1 Codex Max | Kimi K2.7 Code Highspeed | Gemini 2.5 Computer Use Preview |
|---|---|---|---|---|
| Price | 50% | 24 | 25 | 24 |
| Inputs & features | 30% | 70 | 80 | 60 |
| Context window | 20% | 44 | 37 | 24 |
| Overall | 100% | 42/100 | 44/100 | 35/100 |
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 | GPT-5.1 Codex MaxOpenAI | Kimi K2.7 Code HighspeedMoonshot AI | Gemini 2.5 Computer Use PreviewGoogle |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | $1.25 (best) | $1.90 | $1.25 (best) |
| Output | $10.00 | $8.00 (best) | $10.00 |
| Cached input | — | — | — |
| Blended (3:1) | $3.44 | $3.42 (best) | $3.44 |
| Long-context rate | Same rate | Same rate | Over 200K: $2.50 / $15.00 |
| Price source | Median of 8 providers | Median of 11 providers | Official Google API |
| Limits | |||
| Context window | 400,000 tokens (best) | 262,144 tokens | 128,000 tokens |
| Max output | 128,000 tokens | 262,144 tokens (best) | 64,000 tokens |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | Yes | Yes | Yes |
| PDFs | No | No | No |
| Audio | No | No | No |
| Video | No | Yes | No |
| Reasoning | Yes | Yes | Yes |
| Tool calling | Yes | Yes | Yes |
| Structured output | Yes | Yes | No |
| Availability | |||
| Weights | Proprietary | Open | Proprietary |
| API model ID | — | — | gemini-2.5-computer-use-preview-10-2025 |
| API providers | 8 | 11 (best) | 2 |
| Released | Nov 13, 2025 | Jun 12, 2026 | Oct 7, 2025 |
| Knowledge cutoff | Sep 30, 2024 | Jan 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-5.1 Codex Max$32.50
- Kimi K2.7 Code Highspeed$35.00
- Gemini 2.5 Computer Use Preview$32.50
Which should you choose?
Which is better: GPT-5.1 Codex Max, Kimi K2.7 Code Highspeed or Gemini 2.5 Computer Use Preview?
It is close. Our weighted score puts them within 2 points (Kimi K2.7 Code Highspeed 44/100, GPT-5.1 Codex Max 42/100, Gemini 2.5 Computer Use Preview 35/100), so choose by what matters most for your work: Kimi K2.7 Code Highspeed on price and GPT-5.1 Codex Max 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-5.1 Codex Max, Kimi K2.7 Code Highspeed or Gemini 2.5 Computer Use Preview?
Kimi K2.7 Code Highspeed is cheaper at $1.90 input / $8.00 output per million tokens (median across 11 API providers). GPT-5.1 Codex Max costs $1.25 input / $10.00 output per million tokens (median across 8 API providers); Gemini 2.5 Computer Use Preview costs $1.25 input / $10.00 output per million tokens (official Google 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 $3.44 for GPT-5.1 Codex Max (1× as much) and $3.44 for Gemini 2.5 Computer Use Preview (1× as much).
Which scores higher on benchmarks?
There is no independent benchmark that covers all three models yet. GPT-5.1 Codex Max has not been scored yet, Kimi K2.7 Code Highspeed has not been scored yet and Gemini 2.5 Computer Use Preview has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for GPT-5.1 Codex Max, Kimi K2.7 Code Highspeed and Gemini 2.5 Computer Use Preview yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. All three support tool calling for agent workflows.
Which has the bigger context window?
GPT-5.1 Codex Max has the largest context window at 400,000 tokens, against 262,144 for Kimi K2.7 Code Highspeed and 128,000 for Gemini 2.5 Computer Use Preview. Maximum output per response: GPT-5.1 Codex Max up to 128,000, Kimi K2.7 Code Highspeed up to 262,144, Gemini 2.5 Computer Use Preview up to 64,000 tokens.
Which can read images, PDFs, audio or video?
GPT-5.1 Codex Max accepts text and images; Kimi K2.7 Code Highspeed accepts text, images and video; Gemini 2.5 Computer Use Preview accepts text and images. Kimi K2.7 Code Highspeed handles the widest range of inputs.
Are any of these open source?
Kimi K2.7 Code Highspeed publishes its weights and can be self-hosted; GPT-5.1 Codex Max and Gemini 2.5 Computer Use Preview is proprietary.
Which is newer?
Kimi K2.7 Code Highspeed is the newest, released Jun 12, 2026. GPT-5.1 Codex Max came out Nov 13, 2025; Gemini 2.5 Computer Use Preview came out Oct 7, 2025. Knowledge cutoff: GPT-5.1 Codex Max Sep 30, 2024, Kimi K2.7 Code Highspeed Jan 2025, Gemini 2.5 Computer Use Preview 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.
