Clef

Released
2026-10-01
Last refreshed
2026-10-04
Status
Researched 1d ago
Open sourceCommercial use: permittedMultimodalAgentsVisionJSON / Tool useAgent
Cloudflare releases · 2 in the last 12 monthsChangelog →
Specifications
Family
Clef
Released
2026-10-01
Context
66k
Parameters
27B
Openness
Open source
License
Apache 2.0OSI-approvedCommercial use: permitted
Weights
Available
Code
Unknown
Training
Fine-tuned
Created by

Cloudflare is the connectivity cloud company behind Workers AI. Its Workers AI team trained and released Clef and Clef-f

San Francisco, California, United States
Website
Pricing
Output / 1M
-
Input / 1M
$0.240

Cheapest of 1 route · Cloudflare Workers AI

About

Clef is Cloudflare's 27B open-weight multimodal decision model, released 2026-10-01 as one of the first models trained by the Workers AI team. Post-trained from Qwen3.8-27B: the backbone is frozen, and a joint schema head is trained alongside rank-256 LoRA adapters with label-smoothed cross-entropy, a Brier calibration loss, and RLCD. Clef reads a state (text, JSON, or images) and up to 64 typed questions (noul, choice, or score) and returns a probability for every allowed option in one non-autoregressive pass: a prefill-only backbone pass, then parallel schema scoring, with no free-form text generation and no output parsing.

Provider price ladder

Compare API pricing across 1 providers for input and output tokens, batch, and cached reads when available.

ProviderInput / 1MOutput / 1MRoute
Cloudflare Workers AI$0.240-
ServerlessPartial

Capabilities

VisionMultimodalStructured Outputs

Benchmark peer barsfor Agents

No task-mapped benchmark peers are available for this model yet.

Migration checks

No linked migration route is available for this model yet.

API versions

@cf/cloudflare/clefclefClefCloudflare/clef