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Kimi K3.1 Pro Pricing, Evaluation Scores, and Open Weights

Moonshot announced Kimi K3.1 Pro with reduced API pricing, an 8.3% hallucination rate on internal tests, and open model weights arriving November 4, 2026.

8.3% hallu
5 sources, checked 30 Oct 2026.

Moonshot announced Kimi K3.1 Pro on October 23, 2026, cutting API prices to $2.00 per million input tokens and $10 per million output tokens while scheduling full open weights for release by November 4, 2026.12

Moonshot reported that claim-level hallucination on its internal Kimi Hallu Bench Hard stress test dropped from 23.4% on K3 down to 8.3% on K3.1 Pro.1

  • K323.4%
  • K3.1 Pro8.3%
Hallucination rate on the Kimi Hallu Bench Hard stress test (%).1

Performance and published evaluations

As of October 23, 2026, the Artificial Analysis Intelligence Index ranked Kimi K3.1 Pro fourth with a score of 55. Moonshot also made Kimi K3.1 Pro Highspeed available, which delivers 2 to 3 times the speed of the standard K3.1 Pro model.31

The cost of safety in model training

To reduce misuse risks ahead of public weight distribution, Moonshot identified and removed cyber-related training data from both the mid-training and reinforcement learning stages.1

On the internal xdev-bench-hard benchmark, an unfiltered checkpoint without data removal or RL filtering solved 90.5% of problems at pass@3. The safety-filtered K3.1 Pro dropped to 81.0%, showing an explicit trade-off between open distribution safety and high-end software development execution.1

  • Unfiltered90.5%
  • Safety-filtered81%
Pass@3 performance on the xdev-bench-hard benchmark (%).1

Pricing shifts from K3 to K3.1 Pro

Moonshot lowered API costs across both input and output tiers. According to data tracked on our open model release tracker, the original Kimi-K3 launched on June 13, 2026, with 2779.9B parameters under the kimi-k3 licence.4

Our pricing logs captured on October 13, 2026, recorded kimi-k3 at $3 input and $15 output per million tokens. The shift to $2.00 input and $10 output is a cut of a third on both.52

  • K3 Input3$
  • K3.1 Pro Input2$
  • K3 Output15$
  • K3.1 Pro Output10$
API pricing comparison for input and output tokens ($ per 1M tokens).15