Kimi K3 vs GPT-5.6 Terra vs Claude Sonnet 5
Too close to call on our weighted score (GPT-5.6 Terra 67, Claude Sonnet 5 66, Kimi K3 65). The right pick depends on what you value most.
Moonshot AIKimi K3
65/100- ECI158.3
- Price$3.00 / $15.00
- Context1.05M
OpenAIGPT-5.6 Terra
67/100- ECI160.1
- Price$2.00 / $12.00
- Context1.05M
AnthropicClaude Sonnet 5
66/100- ECI157.0
- Price$2.00 / $10.00
- Context1M
Too close to call
It is close. Our weighted score puts them within 1 points (GPT-5.6 Terra 67/100, Claude Sonnet 5 66/100, Kimi K3 65/100), so choose by what matters most for your work: GPT-5.6 Terra for raw capability and Claude Sonnet 5 on price. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.
- CapabilityGPT-5.6 TerraCapabilities Index (ECI): GPT-5.6 Terra 160.1 · Kimi K3 158.3 · Claude Sonnet 5 157.0
- Lowest priceClaude Sonnet 5Claude Sonnet 5 $4.00 · GPT-5.6 Terra $4.50 · Kimi K3 $6.00 per 1M tokens (3:1 blend)
- Longest contextGPT-5.6 Terra and Kimi K3GPT-5.6 Terra 1,050,000 · Kimi K3 1,048,576 · Claude Sonnet 5 1,000,000 tokens
- Widest inputsSame inputsKimi K3: Text, Images, Video · GPT-5.6 Terra: Text, Images, PDFs · Claude Sonnet 5: Text, Images, PDFs
- Self-hostingKimi K3Publishes downloadable weights
| Measure | Weight | Kimi K3 | GPT-5.6 Terra | Claude Sonnet 5 |
|---|---|---|---|---|
| CapabilityCapabilities Index (ECI) | 50% | 87 | 89 | 85 |
| Price | 25% | 12 | 18 | 20 |
| Inputs & features | 15% | 80 | 80 | 80 |
| Context window | 10% | 61 | 61 | 60 |
| Overall | 100% | 65/100 | 67/100 | 66/100 |
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | Kimi K3Moonshot AI | GPT-5.6 TerraOpenAI | Claude Sonnet 5Anthropic |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | 158.3 | 160.1 (best) | 157.0 |
| ECI rank | #20 of 165 | #15 of 165 (best) | #26 of 165 |
| GPQA DiamondGraduate-level science questions | 93.1% | 93.3% (best) | 90.5% |
| FrontierMath Tiers 1–3Research-level mathematics | 72.2% | 86.0% (best) | 65.6% |
| OTIS Mock AIME 2024–2025Competition mathematics | 97.2% | 99.7% (best) | 94.7% |
| SimpleQA VerifiedShort factual questions | 50.6% (best) | 43.2% | 33.7% |
| Price per million tokens | |||
| Input | $3.00 | $2.00 (best) | $2.00 (best) |
| Output | $15.00 | $12.00 | $10.00 (best) |
| Cached input | $0.30 | $0.20 (best) | $0.20 (best) |
| Blended (3:1) | $6.00 | $4.50 | $4.00 (best) |
| Long-context rate | Same rate | Over 272K: $4.00 / $18.00 | Same rate |
| Price source | Official Moonshot AI API | Official OpenAI API | Official Anthropic API |
| Limits | |||
| Context window | 1,048,576 tokens | 1,050,000 tokens (best) | 1,000,000 tokens |
| Max output | 131,072 tokens (best) | 128,000 tokens | 128,000 tokens |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | Yes | Yes | Yes |
| PDFs | No | Yes | Yes |
| Audio | No | No | No |
| Video | Yes | No | No |
| Reasoning | Yeslow · high · max | Yeslow · medium · high · xhigh · max | Yeslow · medium · high · xhigh · max |
| Tool calling | Yes | Yes | Yes |
| Structured output | Yes | Yes | Yes |
| Availability | |||
| Weights | Open | Proprietary | Proprietary |
| API model ID | kimi-k3 | gpt-5.6-terra | claude-sonnet-5 |
| API providers | 76 (best) | 45 | 44 |
| Released | Jul 16, 2026 | Jul 9, 2026 | Jun 30, 2026 |
| Knowledge cutoff | — | Feb 16, 2026 | Jan 31, 2026 |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
- Kimi K3$60.00
- GPT-5.6 Terra$44.00
- Claude Sonnet 5$40.00
Which should you choose?
Which is better: Kimi K3, GPT-5.6 Terra or Claude Sonnet 5?
It is close. Our weighted score puts them within 1 points (GPT-5.6 Terra 67/100, Claude Sonnet 5 66/100, Kimi K3 65/100), so choose by what matters most for your work: GPT-5.6 Terra for raw capability and Claude Sonnet 5 on price. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.
Which is cheaper, Kimi K3, GPT-5.6 Terra or Claude Sonnet 5?
Claude Sonnet 5 is cheaper at $2.00 input / $10.00 output per million tokens (official Anthropic API price). GPT-5.6 Terra costs $2.00 input / $12.00 output per million tokens (official OpenAI API price); Kimi K3 costs $3.00 input / $15.00 output per million tokens (official Moonshot AI API price). At a typical mix of three input tokens to one output token, that is $4.00 per million tokens for Claude Sonnet 5 versus $4.50 for GPT-5.6 Terra (1.1× as much) and $6.00 for Kimi K3 (1.5× as much).
Which scores higher on benchmarks?
GPT-5.6 Terra scores higher on the Capabilities Index (ECI): GPT-5.6 Terra 160.1 (#15 of 165), Kimi K3 158.3 (#20 of 165) and Claude Sonnet 5 157.0 (#26 of 165). The confidence ranges of the top two overlap (157.8–163.4 vs 155.8–161.4), so treat the gap as small. On individual benchmarks: GPQA Diamond — GPT-5.6 Terra 93.3%, Kimi K3 93.1%, Claude Sonnet 5 90.5%; FrontierMath Tiers 1–3 — GPT-5.6 Terra 86.0%, Kimi K3 72.2%, Claude Sonnet 5 65.6%; OTIS Mock AIME 2024–2025 — GPT-5.6 Terra 99.7%, Kimi K3 97.2%, Claude Sonnet 5 94.7%; SimpleQA Verified — Kimi K3 50.6%, GPT-5.6 Terra 43.2%, Claude Sonnet 5 33.7%.
Which is better for coding?
There are no published SWE-bench Verified results for Kimi K3, GPT-5.6 Terra and Claude Sonnet 5 yet, so there is no like-for-like coding score. On overall capability, GPT-5.6 Terra 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?
GPT-5.6 Terra and Kimi K3 have the largest context windows (1,050,000 and 1,048,576 tokens), against 1,000,000 for Claude Sonnet 5. Maximum output per response: Kimi K3 up to 131,072, GPT-5.6 Terra up to 128,000, Claude Sonnet 5 up to 128,000 tokens.
Which can read images, PDFs, audio or video?
Kimi K3 accepts text, images and video; GPT-5.6 Terra accepts text, images and PDFs; Claude Sonnet 5 accepts text, images and PDFs. They handle the same number of input types.
Are any of these open source?
Kimi K3 publishes its weights and can be self-hosted; GPT-5.6 Terra and Claude Sonnet 5 is proprietary.
Which is newer?
Kimi K3 is the newest, released Jul 16, 2026. GPT-5.6 Terra came out Jul 9, 2026; Claude Sonnet 5 came out Jun 30, 2026. Knowledge cutoff: GPT-5.6 Terra Feb 16, 2026, Claude Sonnet 5 Jan 31, 2026.
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 Nov 2, 2026.
