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inclusionAI: Ling 3.1 Flash vs GPT 5.4 Nano

inclusionai/ling-3.1-flash · openai/gpt-5.4-nano

As of November 5, 2026, inclusionAI: Ling 3.1 Flash is the cheaper API on UberLLM: $0.0742 per million input tokens and $0.2228 per million output, versus $0.0387 / $0.2419 for GPT 5.4 Nano, about 3% 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 GPT 5.4 Nano when context size wins. GPT 5.4 Nano carries the larger context window (400,000 vs 262,144 tokens), which can matter for long-document work.

inclusionAI: Ling 3.1 Flash vs GPT 5.4 Nano, side by side

SpecinclusionAI: Ling 3.1 FlashGPT 5.4 Nano
Price · input / 1M$0.0742$0.0387
Price · output / 1M$0.2228$0.2419
Context length262,144400,000
Max output tokens235,929128,000
Input modalitiestexttext, image
Output modalitiestexttext
Tools / functionsYesYes
Vision (image input)—Yes
ReasoningYesYes
% off list1% off80.7% off

Best prices on UberLLM right now. No UberLLM fee on requests; adding credit by card costs 5.5% + $0.50. Updated November 5, 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 GPT 5.4 Nano — FAQ

Is inclusionAI: Ling 3.1 Flash or GPT 5.4 Nano cheaper?

inclusionAI: Ling 3.1 Flash is cheaper on a blended token mix, by about 3%. 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 GPT 5.4 Nano?

inclusionAI: Ling 3.1 Flash: $0.0742 in / $0.2228 out per 1M tokens. GPT 5.4 Nano: $0.0387 in / $0.2419 out per 1M tokens. That's roughly a 3% blended difference. Prices are live; UberLLM adds no fee.

Can I use both inclusionAI: Ling 3.1 Flash and GPT 5.4 Nano 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.

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