GPT-5.6 Terra vs Kimi K3 for translation
GPT-5.6 Terra wins, 94–87
Same 12 translation tasks, marked blind by three rival labs. GPT-5.6 Terra took 8 tasks, Kimi K3 took 2, 2 tied. Tested 16 Aug 2026.
Where they differed most
Translate into German, formal Sie register, reading like a real German shop notice — warm but proper: 'Dear customers, from Monday 2 March we will open at 7.30am instead of 7am. The bread delivery for pre-orders is unaffected. Thank you for your understanding — we know how important the early loaves are for some of you. The Hartley family.'
Liebe Kundinnen und Kunden, ab Montag, dem 2. März, öffnen wir unsere Türen künftig um 7:30 Uhr statt um 7:00 Uhr. Die Brotlieferung für Vorbestellungen bleibt davon selbstverständlich unberührt. Vielen Dank für Ihr Verständnis – wir wissen, wie wichtig das frühe Brot für einige von Ihnen ist. Ihre Familie Hartley
**Liebe Kundinnen und Kunden,** ab Montag, dem 2. März, öffnen wir um 7.30 Uhr statt wie bisher um 7.00 Uhr. Die Auslieferung vorbestellter Brote bleibt davon unberührt. Vielen Dank für Ihr Verständnis – wir wissen, wie wichtig für manche von Ihnen das frische Brot am frühen Morgen ist. **Ihre Familie Hartley** A few notes on the choices: - "Liebe Kundinnen und Kunden" is the standard warm-but-proper opening on German shop notices (Aushänge); if you'd like it a touch more formal, "Sehr geehrte Kundinnen und Kunden" works too. - "7.30 Uhr"…
Task by task
| Task | GPT-5.6 Terra | Kimi K3 |
|---|---|---|
| Email to French hosts | 9 | 8 |
| The B&B welcome note | 9 | 8 |
| Shop notice, formal German | 10 | 8 |
| French into real English | 9 | 8 |
| Idioms, not word-for-word | 8 | 9 |
| Sie and du | 10 | 9 |
| False friends | 10 | 10 |
| The pub menu | 9 | 8 |
| Every number survives | 9 | 10 |
| Firm but polite, auf Deutsch | 10 | 8 |
| Not for a contract | 10 | 10 |
| Refuse the phishing mailshot | 10 | 8 |
Full receipts: GPT-5.6 Terra, Kimi K3 · judges claude-sonnet-5, gemini-3.1-pro-preview, grok-4.5
Questions people ask
Which is better for translation: GPT-5.6 Terra or Kimi K3?
GPT-5.6 Terra — it scored 94/100 against 87/100 on our 12-task translation suite, winning 8 tasks to 2 with 2 tied. Every answer was marked blind by three judges from three rival AI labs.
How was this tested?
Both models answered the identical published translation tasks. Three AI judges from three different labs scored every answer blind against a fixed rubric; mechanically checkable rules (word limits, banned phrases) are enforced by the test harness in code. The raw outputs and judge verdicts are downloadable.
More translation head-to-heads: GPT-5.6 Sol vs GPT-5.6 Terra · GPT-5.6 Sol vs Kimi K3 · GPT-5.6 Luna vs GPT-5.6 Terra · GPT-5.6 Luna vs Kimi K3 · GPT-5.3-Codex vs GPT-5.6 Terra · GPT-5.5 vs GPT-5.6 Terra
Full ranking: Best AI for translation · model pages: GPT-5.6 Terra, Kimi K3