inclusionAI: Ling 3.1 Flash vs MoonshotAI: Kimi K3.1 Pro
inclusionai/ling-3.1-flash · moonshotai/kimi-k3.1-pro
As of November 4, 2026, inclusionAI: Ling 3.1 Flash is the cheaper API on UberLLM: $0.0225 per million input tokens and $0.0675 per million output, versus $0.0999 / $0.4995 for MoonshotAI: Kimi K3.1 Pro, about 86% less when output is 3 tokens for every input token. These are the best prices on the market right now. Both work with one OpenAI-compatible key and UberLLM adds no fee. Choose inclusionAI: Ling 3.1 Flash to cut cost; choose MoonshotAI: Kimi K3.1 Pro when context size wins. MoonshotAI: Kimi K3.1 Pro carries the larger context window (1,048,576 vs 262,144 tokens), which can matter for long-document work.
inclusionAI: Ling 3.1 Flash vs MoonshotAI: Kimi K3.1 Pro, side by side
| Spec | inclusionAI: Ling 3.1 Flash | MoonshotAI: Kimi K3.1 Pro |
|---|---|---|
| Price · input / 1M | $0.0225 | $0.0999 |
| Price · output / 1M | $0.0675 | $0.4995 |
| Context length | 262,144 | 1,048,576 |
| Max output tokens | 235,929 | 943,718 |
| Input modalities | text | text, image, video |
| Output modalities | text | text |
| Tools / functions | Yes | Yes |
| Vision (image input) | — | Yes |
| Reasoning | Yes | Yes |
| % off list | 70% off | 95% off |
| First token, median (7 days) | — | 8.3 s (520 requests) |
Best prices on UberLLM right now. No UberLLM fee on requests; adding credit by card costs 5.5% + $0.50. Updated November 4, 2026. A price more than 70% below list is what buyers were billed, not an error. Why so cheap?
inclusionAI: Ling 3.1 Flash vs MoonshotAI: Kimi K3.1 Pro — FAQ
Is inclusionAI: Ling 3.1 Flash or MoonshotAI: Kimi K3.1 Pro cheaper?
inclusionAI: Ling 3.1 Flash is cheaper on a blended token mix, by about 86%. A request costs what its provider charged, UberLLM adds no fee, and every request is listed with its cost in Activity.
What's the price difference between inclusionAI: Ling 3.1 Flash and MoonshotAI: Kimi K3.1 Pro?
inclusionAI: Ling 3.1 Flash: $0.0225 in / $0.0675 out per 1M tokens. MoonshotAI: Kimi K3.1 Pro: $0.0999 in / $0.4995 out per 1M tokens. That's roughly a 86% blended difference. Prices are live; UberLLM adds no fee.
Can I use both inclusionAI: Ling 3.1 Flash and MoonshotAI: Kimi K3.1 Pro with one API?
Yes. Both are served through a single OpenAI-compatible endpoint — set the base URL to https://api.uberllm.dev/v1 and your UberLLM key, then switch between them by changing the model id. Anthropic SDKs work via https://api.uberllm.dev/v1/messages.