Clarifai

Upload product catalog to Clarifai.

Generate vector embeddings for all product images.

Enable mobile app to capture user photos.

API call sends photo to Clarifai's Search endpoint.

Return top 5 visually similar products to the user.

Select the 'Moderation' model in Clarifai.

Integrate API into the content upload pipeline.

System flags images/videos for NSFW, violence, or hate speech.

Automated rejection or queuing for human review based on confidence scores.

Install cameras on the assembly line.

Train a custom object detection model on defect examples.

Deploy model to the edge using a local gateway.

Real-time alerts triggered when a defect is detected (latencies <50ms).

Securely upload DICOM images to a HIPAA-compliant Clarifai app.

Use custom segmentation models to highlight areas of interest.

Generate a structured JSON report of findings for physician review.

User uploads photos of vehicle damage via a mobile app.

Clarifai identifies vehicle part and severity of damage.

Automated cost estimation model is fed the data to generate a quote.

Ingest time-series satellite data.

Apply change detection algorithms to highlight differences between frames.

Quantify land-use changes using semantic segmentation.

Connect live CCTV feeds to Clarifai Portal.

Count vehicles and pedestrians in real-time.

Output data to a traffic control system to adjust signal timings dynamically.