Start by connecting your data sources: drag image folders into the web console, point Clarifai to S3/GCS buckets, or stream videos from a URL. The platform auto-samples frames from video, extracts audio for speech-to-text, and suggests starter tags so you can define a label set in minutes. Create a dataset, map any business fields you care about (price, brand, SKU, dates), and kick off a project. Pick an off-the-shelf model for a quick win or fine-tune with your own examples. Set train/validation splits, choose augmentations, and launch training. Track performance with live metrics and confusion matrices, tweak thresholds and classes, and version your best checkpoints. When you’re ready, publish an endpoint, test it with the built-in playground, then call it from your app using Python or JavaScript SDKs—or run scheduled batch jobs, no code required.
Moderation and compliance teams can build an automated review lane in under an hour. Wire up an ingestion queue, run safety classifiers to flag nudity or violence, add face detection with optional blur, and layer OCR to pull visible text from frames. Use rules to route edge cases to human review and auto-approve clear passes. Every decision is logged for audit, with dashboards for throughput and false-positive rates. For brands, add logo and object recognition to catch guideline violations before content goes live. You can tap Clarifai’s managed labeling workforce to bootstrap ground truth or run your own reviewers inside the same pipeline with quality controls and consensus checks. more
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Minimum Monthly Usage - 1K Operations, 1K Input Objects, 1h Deep-train
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<ul>
<li>Applications - 1
Image Inputs
Videos Inputs
Text Inputs
Scribe Label
<ul>
<li>Concepts Per App - Unlimited
Labeled Concepts - Unlimited
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<li>Model Versions Per Model - 2
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<ul>
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$30.00 per month
Minimum Monthly Usage - $30 in Monthly Credits
Data Store
<ul>
<li>Applications - 2
Image Inputs
Videos Inputs
Text Inputs
Scribe Label
<ul>
<li>Concepts Per App - Unlimited
Labeled Concepts - Unlimited
Single Label Classification
Multi Label Classification
Bounding Boxes
Multi-point Polygons
Video Interpolation
Ai Assisted Labeling
Labeling Task Management
Task Assignment Rules
Optimized Task Review
Consensus Review
Spacetime Search
<ul>
<li>Search by Concept
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Mesh Workflow
<ul>
<li>Trained Models Per App - 5
Custom Workflows - 3
Models in Workflow Graph - 6
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Image Cropper
Enlight Train
<ul>
<li>Model Versions Per Model - 5
Custom Model Training
Deep Training
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Evaluation Summaries
K-split Confusion Matrices
Roc Auc
Armada Predict
<ul>
<li>Clarifai Pre-built Model Predictions
Custom Model Serving
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<li>Collaborators - 2
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Minimum Monthly Usage - $300 in Monthly Credits
Data Store
<ul>
<li>Applications - 5
Image Inputs
Videos Inputs
Text Inputs
Data Collectors
App Duplication
Scribe Label
<ul>
<li>Concepts Per App - Unlimited
Labeled Concepts - Unlimited
Single Label Classification
Multi Label Classification
Bounding Boxes
Multi-point Polygons
Video Interpolation
Ai Assisted Labeling
Labeling Task Management
Task Assignment Rules
Optimized Task Review
Consensus Review
Spacetime Search
<ul>
<li>Search by Concept
Search by Image
Search by Metadata
Search by Geo-location
Mesh Workflow
<ul>
<li>Trained Models Per App - 20
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Random Sampler
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<ul>
<li>Model Versions Per Model - 40
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Roc Auc
Armada Predict
<ul>
<li>Clarifai Pre-built Model Predictions
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<li>Collaborators - 5
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<ul>
<li>Applications - Unlimited
Image Inputs
Videos Inputs
Text Inputs
Data Collectors
App Duplication
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Scribe Label
<ul>
<li>Concepts Per App - Unlimited
Labeled Concepts - Unlimited
Single Label Classification
Multi Label Classification
Bounding Boxes
Multi-point Polygons
Video Interpolation
Ai Assisted Labeling
Labeling Task Management
Task Assignment Rules
Optimized Task Review
Consensus Review
Spacetime Search
<ul>
<li>Search by Concept
Search by Image
Search by Metadata
Search by Geo-location
Mesh Workflow
<ul>
<li>Trained Models Per App - Contact
Custom Workflows - Unlimited
Models in Workflow Graph - Unlimited
Image Classification Models
Image Detection Models
Text Classification Models
Image Cropper
Concept Thresholder
Random Sampler
Annotation Writer
Enlight Train
<ul>
<li>Model Versions Per Model - Contact
Custom Model Training
Deep Training
Model Evaluation
Evaluation Summaries
K-split Confusion Matrices
Roc Auc
Armada Predict
<ul>
<li>Clarifai Pre-built Model Predictions
Custom Model Serving
Shared Inference Servers
Dedicated Inference Servers - Contact
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<ul>
<li>Collaborators - Contact
Fine Grained Api Keys
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