Gemini 3 Pro Preview vs Kimi K2.7 Code vs GPT-5.2
Too close to call on our weighted score (Gemini 3 Pro Preview 67, Kimi K2.7 Code 64, GPT-5.2 61). The right pick depends on what you value most.
GoogleGemini 3 Pro Preview
67/100- ECI153.0
- Price$2.00 / $12.00
- Context1.05M
Moonshot AIKimi K2.7 Code
64/100- ECI150.0
- Price$0.95 / $4.00
- Context262K
OpenAIGPT-5.2
61/100- ECI153.5
- Price$1.75 / $14.00
- Context400K
Too close to call
It is close. Our weighted score puts them within 2 points (Gemini 3 Pro Preview 67/100, Kimi K2.7 Code 64/100, GPT-5.2 61/100), so choose by what matters most for your work: GPT-5.2 for raw capability, Kimi K2.7 Code on price and Gemini 3 Pro Preview for long inputs. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.
- CapabilityGPT-5.2Capabilities Index (ECI): GPT-5.2 153.5 · Gemini 3 Pro Preview 153.0 · Kimi K2.7 Code 150.0
- Lowest priceKimi K2.7 CodeKimi K2.7 Code $1.71 · Gemini 3 Pro Preview $4.50 · GPT-5.2 $4.81 per 1M tokens (3:1 blend)
- Longest contextGemini 3 Pro PreviewGemini 3 Pro Preview 1,048,576 · GPT-5.2 400,000 · Kimi K2.7 Code 262,144 tokens
- Widest inputsGemini 3 Pro PreviewGemini 3 Pro Preview: Text, Images, PDFs, Audio, Video · Kimi K2.7 Code: Text, Images, Video · GPT-5.2: Text, Images
- Self-hostingKimi K2.7 CodePublishes downloadable weights
| Measure | Weight | Gemini 3 Pro Preview | Kimi K2.7 Code | GPT-5.2 |
|---|---|---|---|---|
| CapabilityCapabilities Index (ECI) | 50% | 82 | 78 | 83 |
| Price | 25% | 19 | 39 | 18 |
| Inputs & features | 15% | 100 | 80 | 70 |
| Context window | 10% | 61 | 37 | 44 |
| Overall | 100% | 67/100 | 64/100 | 61/100 |
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | Gemini 3 Pro PreviewGoogle | Kimi K2.7 CodeMoonshot AI | GPT-5.2OpenAI |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | 153.0 | 150.0 | 153.5 (best) |
| ECI rank | #39 of 148 | #49 of 148 | #38 of 148 (best) |
| GPQA DiamondGraduate-level science questions | 92.6% (best) | 87.9% | 91.4% |
| FrontierMath Tiers 1–3Research-level mathematics | — | 54.0% | 67.4% (best) |
| OTIS Mock AIME 2024–2025Competition mathematics | 91.4% | 95.6% | 96.1% (best) |
| SWE-bench VerifiedFixing real GitHub issues | 72.9% | — | 73.8% (best) |
| SimpleQA VerifiedShort factual questions | — | 36.5% | 37.1% (best) |
| Price per million tokens | |||
| Input | $2.00 | $0.95 (best) | $1.75 |
| Output | $12.00 | $4.00 (best) | $14.00 |
| Cached input | — | $0.19 | $0.175 (best) |
| Blended (3:1) | $4.50 | $1.71 (best) | $4.81 |
| Long-context rate | Same rate | Same rate | Same rate |
| Price source | Median of 2 providers | Official Moonshot AI API | Official OpenAI API |
| Limits | |||
| Context window | 1,048,576 tokens (best) | 262,144 tokens | 400,000 tokens |
| Max output | 65,536 tokens | 262,144 tokens (best) | 128,000 tokens |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | Yes | Yes | Yes |
| PDFs | Yes | No | No |
| Audio | Yes | No | No |
| Video | Yes | Yes | No |
| Reasoning | Yes | Yes | Yeslow · medium · high · xhigh |
| Tool calling | Yes | Yes | Yes |
| Structured output | Yes | Yes | Yes |
| Availability | |||
| Weights | Proprietary | Open | Proprietary |
| API model ID | — | kimi-k2.7-code | gpt-5.2 |
| API providers | 3 | 51 (best) | 21 |
| Released | Nov 18, 2025 | Jun 12, 2026 | Dec 11, 2025 |
| Knowledge cutoff | Jan 2025 | Jan 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.
- Gemini 3 Pro Preview$44.00
- Kimi K2.7 Code$17.50
- GPT-5.2$45.50
Which should you choose?
Which is better: Gemini 3 Pro Preview, Kimi K2.7 Code or GPT-5.2?
It is close. Our weighted score puts them within 2 points (Gemini 3 Pro Preview 67/100, Kimi K2.7 Code 64/100, GPT-5.2 61/100), so choose by what matters most for your work: GPT-5.2 for raw capability, Kimi K2.7 Code on price and Gemini 3 Pro Preview for long inputs. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.
Which is cheaper, Gemini 3 Pro Preview, Kimi K2.7 Code or GPT-5.2?
Kimi K2.7 Code is cheaper at $0.95 input / $4.00 output per million tokens (official Moonshot AI API price). Gemini 3 Pro Preview costs $2.00 input / $12.00 output per million tokens (median across 2 API providers); GPT-5.2 costs $1.75 input / $14.00 output per million tokens (official OpenAI API price). At a typical mix of three input tokens to one output token, that is $1.71 per million tokens for Kimi K2.7 Code versus $4.50 for Gemini 3 Pro Preview (2.6× as much) and $4.81 for GPT-5.2 (2.8× as much).
Which scores higher on benchmarks?
GPT-5.2 scores higher on the Capabilities Index (ECI): GPT-5.2 153.5 (#38 of 148), Gemini 3 Pro Preview 153.0 (#39 of 148) and Kimi K2.7 Code 150.0 (#49 of 148). The confidence ranges of the top two overlap (151.7–155.4 vs 150.6–155.2), so treat the gap as small. On individual benchmarks: GPQA Diamond — Gemini 3 Pro Preview 92.6%, GPT-5.2 91.4%, Kimi K2.7 Code 87.9%; OTIS Mock AIME 2024–2025 — GPT-5.2 96.1%, Kimi K2.7 Code 95.6%, Gemini 3 Pro Preview 91.4%.
Which is better for coding?
There are no published SWE-bench Verified results for Kimi K2.7 Code yet, so there is no like-for-like coding score. On overall capability, GPT-5.2 leads, which tends to carry over to coding, but test on your own codebase. All three support tool calling for agent workflows.
Which has the bigger context window?
Gemini 3 Pro Preview has the largest context window at 1,048,576 tokens, against 400,000 for GPT-5.2 and 262,144 for Kimi K2.7 Code. Maximum output per response: Gemini 3 Pro Preview up to 65,536, Kimi K2.7 Code up to 262,144, GPT-5.2 up to 128,000 tokens.
Which can read images, PDFs, audio or video?
Gemini 3 Pro Preview accepts text, images, PDFs, audio and video; Kimi K2.7 Code accepts text, images and video; GPT-5.2 accepts text and images. Gemini 3 Pro Preview handles the widest range of inputs.
Are any of these open source?
Kimi K2.7 Code publishes its weights and can be self-hosted; Gemini 3 Pro Preview and GPT-5.2 is proprietary.
Which is newer?
Kimi K2.7 Code is the newest, released Jun 12, 2026. GPT-5.2 came out Dec 11, 2025; Gemini 3 Pro Preview came out Nov 18, 2025. Knowledge cutoff: Gemini 3 Pro Preview Jan 2025, Kimi K2.7 Code Jan 2025, GPT-5.2 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.
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