Cloudflare Clef: Specs, License & How to Run

27B multimodal decision model that returns option probabilities in one forward pass.

TL;DR. Cloudflare Clef is a decision model from Cloudflare. Parameters: 27B.License: Apache-2.0. It is listed under LLM classification APIs.

DeveloperCloudflare
Typedecision
Architecturepost-trained from Qwen3.8-27B
Parameters27B
Modalitiestext, image, video, JSON
LicenseApache-2.0
HardwareNot yet verified — Minimum VRAM not in the seed/verification extract. (not independently tested)
Hugging Face likes2,074 (as of 2026-10-13)
Model cardhttps://huggingface.co/Cloudflare/clef
First seen2026-09-30

Cloudflare Clef is a 27B multimodal decision model. It is listed as an alternative in our LLM classification APIs hub because it scores typed options instead of writing prose.

Specs we verified (2026-10-13)

What it is for

Use it when the job is “pick among schema options with a probability,” including inputs that may be images or video. Do not treat this page as a serving cookbook: we have not independently run the weights.

LiquidAI d1 is a smaller decision model on the watch list (verified but not given a page in this batch). Open chat-style models live under closed LLM APIs.

Deploy options

FAQ

Is Clef a chatbot?

No. The card describes a decision model: input text/JSON/image/video plus a question schema, one forward pass, per-option probabilities, no free-text generation.

What is it based on?

Post-trained from Qwen3.8-27B, according to the Hugging Face card (2026-10-13).

Is there a smaller variant?

The verification note mentions Clef-Flash. We do not have a separate sourced stats row for Flash.

What is the license?

Apache-2.0 on the card as of 2026-10-13. Not legal advice.

Sources & verification

Last verified 2026-10-13 · Last updated 2026-10-13· Edited by forkalt editors · Editorial policy

License notes are not legal advice. Read the original LICENSE. Trademark & disclaimer.