Kimi K3.1 Pro vs GPT-6 Astra
API pricing, benchmark indices and specs — updated 24 October 2026.
moonshotai · A · API-only
Input / 1M
$2.00
Output / 1M
$10.00
AA index
55.1
proprietary · 1M context
openai · B · API-only
Input / 1M
$10.00
Output / 1M
$50.00
AA index
52.7
proprietary · 1.0M context
Specification comparison
Differences are highlighted; identical values are muted.
| Specification | Kimi K3.1 Pro | GPT-6 Astra |
|---|---|---|
| Deployment | API-only (closed weights) | API-only (closed weights) |
| Parameters | n/a — API-only | n/a — API-only |
| Architecture | n/a — API-only | n/a — API-only |
| Context length | 1,048,576 | 1,050,000 |
| Licence | Proprietary | Proprietary |
| Commercial use | Per API terms | Per API terms |
| Languages | n/a — API-only | n/a — API-only |
| Downloads 30d | n/a — API-only | n/a — API-only |
| Downloads all time | n/a — API-only | n/a — API-only |
| Quantizations on the Hub | n/a — API-only | n/a — API-only |
| Gated | n/a — API-only | n/a — API-only |
| First seen on the Hub | n/a — API-only | n/a — API-only |
| API input price / 1M tokens | $2.00 | $10.00 |
| API output price / 1M tokens | $10.00 | $50.00 |
| Est. cost per 1M input + 1M output tokens | $12.00 | $60.00 |
| Cached input / 1M tokens | $0.20 | $1.00 |
| AA Intelligence Index | 55.1 | 52.7 |
| AA Coding Index | — | 76.9 |
| AA Agentic Index | — | 51 |
| Max output tokens | 943,718 | 128,000 |
| API providers | 1 | 3 |
| Tool calling | Yes | Yes |
| Reasoning mode | Yes | Yes |
API cost
Estimated cost of 1M input + 1M output tokens via OpenRouter
Kimi K3.1 Pro
$12.00
GPT-6 Astra
$60.00
Kimi K3.1 Pro is 5.0× cheaper at list price.