GPT-5.2 vs Grok 4.6 vs Gemini 3 Pro Preview
Too close to call on our weighted score (Gemini 3 Pro Preview 67, Grok 4.6 65, GPT-5.2 61). The right pick depends on what you value most.
OpenAIGPT-5.2
61/100- ECI153.5
- Price$1.75 / $14.00
- Context400K
xAIGrok 4.6
65/100- ECI156.6
- Price$2.00 / $6.00
- Context500K
GoogleGemini 3 Pro Preview
67/100- ECI153.0
- Price$2.00 / $12.00
- Context1.05M
Too close to call
It is close. Our weighted score puts them within 1 points (Gemini 3 Pro Preview 67/100, Grok 4.6 65/100, GPT-5.2 61/100), so choose by what matters most for your work: Grok 4.6 for raw capability and Gemini 3 Pro Preview for long inputs. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.
- CapabilityGrok 4.6Capabilities Index (ECI): Grok 4.6 156.6 · GPT-5.2 153.5 · Gemini 3 Pro Preview 153.0
- Lowest priceGrok 4.6Grok 4.6 $3.00 · 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 · Grok 4.6 500,000 · GPT-5.2 400,000 tokens
- Widest inputsGemini 3 Pro PreviewGPT-5.2: Text, Images · Grok 4.6: Text, Images · Gemini 3 Pro Preview: Text, Images, PDFs, Audio, Video
- Self-hostingNo open weightsAll three are available only through APIs
| Measure | Weight | GPT-5.2 | Grok 4.6 | Gemini 3 Pro Preview |
|---|---|---|---|---|
| CapabilityCapabilities Index (ECI) | 50% | 83 | 86 | 82 |
| Price | 25% | 18 | 27 | 19 |
| Inputs & features | 15% | 70 | 70 | 100 |
| Context window | 10% | 44 | 48 | 61 |
| Overall | 100% | 61/100 | 65/100 | 67/100 |
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | GPT-5.2OpenAI | Grok 4.6xAI | Gemini 3 Pro PreviewGoogle |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | 153.5 | 156.6 (best) | 153.0 |
| ECI rank | #38 of 148 | #19 of 148 (best) | #39 of 148 |
| GPQA DiamondGraduate-level science questions | 91.4% | 94.0% (best) | 92.6% |
| FrontierMath Tiers 1–3Research-level mathematics | 67.4% (best) | 66.0% | — |
| OTIS Mock AIME 2024–2025Competition mathematics | 96.1% | 99.2% (best) | 91.4% |
| SWE-bench VerifiedFixing real GitHub issues | 73.8% (best) | — | 72.9% |
| SimpleQA VerifiedShort factual questions | 37.1% | 49.3% (best) | — |
| Price per million tokens | |||
| Input | $1.75 (best) | $2.00 | $2.00 |
| Output | $14.00 | $6.00 (best) | $12.00 |
| Cached input | $0.175 (best) | $0.50 | — |
| Blended (3:1) | $4.81 | $3.00 (best) | $4.50 |
| Long-context rate | Same rate | Over 200K: $4.00 / $12.00 | Same rate |
| Price source | Official OpenAI API | Official xAI API | Median of 2 providers |
| Limits | |||
| Context window | 400,000 tokens | 500,000 tokens | 1,048,576 tokens (best) |
| Max output | 128,000 tokens | 500,000 tokens (best) | 65,536 tokens |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | Yes | Yes | Yes |
| PDFs | No | No | Yes |
| Audio | No | No | Yes |
| Video | No | No | Yes |
| Reasoning | Yeslow · medium · high · xhigh | Yeslow · medium · high · xhigh | Yes |
| Tool calling | Yes | Yes | Yes |
| Structured output | Yes | Yes | Yes |
| Availability | |||
| Weights | Proprietary | Proprietary | Proprietary |
| API model ID | gpt-5.2 | grok-4.6 | — |
| API providers | 21 | 29 (best) | 3 |
| Released | Dec 11, 2025 | Aug 12, 2026 | Nov 18, 2025 |
| Knowledge cutoff | Aug 31, 2025 | Feb 1, 2026 | 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-5.2$45.50
- Grok 4.6$32.00
- Gemini 3 Pro Preview$44.00
Which should you choose?
Which is better: GPT-5.2, Grok 4.6 or Gemini 3 Pro Preview?
It is close. Our weighted score puts them within 1 points (Gemini 3 Pro Preview 67/100, Grok 4.6 65/100, GPT-5.2 61/100), so choose by what matters most for your work: Grok 4.6 for raw capability and Gemini 3 Pro Preview for long inputs. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.
Which is cheaper, GPT-5.2, Grok 4.6 or Gemini 3 Pro Preview?
Grok 4.6 is cheaper at $2.00 input / $6.00 output per million tokens (official xAI 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 $3.00 per million tokens for Grok 4.6 versus $4.50 for Gemini 3 Pro Preview (1.5× as much) and $4.81 for GPT-5.2 (1.6× as much).
Which scores higher on benchmarks?
Grok 4.6 scores higher on the Capabilities Index (ECI): Grok 4.6 156.6 (#19 of 148), GPT-5.2 153.5 (#38 of 148) and Gemini 3 Pro Preview 153.0 (#39 of 148). The confidence ranges of the top two overlap (154.7–158.9 vs 151.7–155.4), so treat the gap as small. On individual benchmarks: GPQA Diamond — Grok 4.6 94.0%, Gemini 3 Pro Preview 92.6%, GPT-5.2 91.4%; OTIS Mock AIME 2024–2025 — Grok 4.6 99.2%, GPT-5.2 96.1%, Gemini 3 Pro Preview 91.4%.
Which is better for coding?
There are no published SWE-bench Verified results for Grok 4.6 yet, so there is no like-for-like coding score. On overall capability, Grok 4.6 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 500,000 for Grok 4.6 and 400,000 for GPT-5.2. Maximum output per response: GPT-5.2 up to 128,000, Grok 4.6 up to 500,000, Gemini 3 Pro Preview up to 65,536 tokens.
Which can read images, PDFs, audio or video?
GPT-5.2 accepts text and images; Grok 4.6 accepts text and images; Gemini 3 Pro Preview accepts text, images, PDFs, audio and video. Gemini 3 Pro Preview handles the widest range of inputs.
Are any of these open source?
No. GPT-5.2, Grok 4.6 and Gemini 3 Pro Preview are proprietary and only available through APIs and apps.
Which is newer?
Grok 4.6 is the newest, released Aug 12, 2026. GPT-5.2 came out Dec 11, 2025; Gemini 3 Pro Preview came out Nov 18, 2025. Knowledge cutoff: GPT-5.2 Aug 31, 2025, Grok 4.6 Feb 1, 2026, Gemini 3 Pro 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.
