Clef-flash

Clef-flash

Cloudflare
Shieldstral

Shieldstral

Mistral AI
+
+

Related Products

  • Synap
    32 Ratings
    Visit Website
  • Dynamo Software
    71 Ratings
    Visit Website
  • Canditech
    111 Ratings
    Visit Website
  • HubSpot AEO
    151 Ratings
    Visit Website
  • Jobma
    278 Ratings
    Visit Website
  • D&B Credit Insights
    58 Ratings
    Visit Website
  • LeaseAccounting.app
    Visit Website
  • ChatD&B
    Visit Website
  • kama.ai
    9 Ratings
    Visit Website
  • DriveStrike
    24 Ratings
    Visit Website

About

Clef-flash is a fast 9B multimodal decision model that turns a state and a schema of typed questions into structured decisions. It can read state information as text, JSON, images, or video and returns a probability for every allowed option of every question. The model supports a 24,576-token context window and vision input, allowing developers to evaluate structured application data and visual content within the same workflow. Clef Flash supports three typed question formats: noul for estimating the probability that a proposition is true, choice for selecting among predefined options with per-option probabilities, and score for evaluating an input against ordered criteria and returning a probability-weighted score. Applications can submit from 1 to 64 questions in a single request, with answers returned under the same question IDs. Example uses include deciding whether a support request is urgent, routing it to the correct team, and scoring the severity of customer impact.

About

Shieldstral is a 3B open-weights, policy-adaptive multimodal safety classifier designed to evaluate text, images, and text-plus-image content using policies defined at inference time. Instead of relying on a fixed taxonomy of harm categories, it frames moderation as a binary question-answering task: users provide an instruction describing the evaluation context and strictness, a yes-or-no safety question, and the content to judge. The model reads the “yes” and “no” logits and converts them into a continuous, calibrated safety score, allowing applications to threshold or rank results by confidence rather than depend on a single discrete label. This formulation unifies prompt classification, response moderation, refusal detection, toxicity detection, and multimodal safety in one interface, while letting teams adapt policies without retraining the model. Shieldstral can evaluate prompts, responses, prompt-response pairs, images, and images with accompanying text.

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

Developers and AI application teams in search of a tool to classify, score, route, and evaluate text, structured data, images, or video with a fast multimodal decision model

Audience

AI platform teams that need customizable, multimodal content moderation without retraining a separate safety model for every policy

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

API

Offers API Supported

API

Offers API Not Supported

Screenshots and Videos

Screenshots and Videos

Pricing

No information available.
Free Version Not Supported
Free Trial Not Supported

Pricing

No information available.
Free Version Not Supported
Free Trial Not Supported

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation Supported
Webinars Supported
Live Online Not Supported
In Person Not Supported

Training

Documentation Supported
Webinars Supported
Live Online Supported
In Person Not Supported

Company Information

Cloudflare
Founded: 2009
United States
developers.cloudflare.com/workers-ai/models/clef-flash/

Company Information

Mistral AI
Founded: 2023
France
mistral.ai/news/shieldstral/

Alternatives

Clef

Clef

Cloudflare

Alternatives

Jev

Jev

TypeSafe AI
Solar Decide

Solar Decide

Upstage

Categories

AI Decision Models Supported

Categories

AI Models Supported
Content Moderation Supported

Integrations

Markdown Supported
Mistral AI Not Supported
Python Supported
TypeScript Supported

Integrations

Markdown Not Supported
Mistral AI Supported
Python Not Supported
TypeScript Not Supported
Claim Clef-flash and update features and information
Claim Clef-flash and update features and information
Claim Shieldstral and update features and information
Claim Shieldstral and update features and information