On-device ML platform for real-time personalization in Media & Entertainment
Boost user engagement with truly real-time personalized feeds, search and more.
Avoid compromising user privacy or breaking the bank on cloud costs with on-device ML.
NimbleEdge executes real-time ML pipelines on users' mobile devices, from in-session data capture to ML inference
This unlocks rapid, cost-effective and privacy-preserving ML for a wide variety of session-aware use-cases for media and entertainment apps, including personalized feeds, search, recommendations and more
![](https://cdn.prod.website-files.com/648da5519d8557d36939a7b2/664c6accbc69731fc27a6bb4_Cloud%20equivalence.png)
![](https://cdn.prod.website-files.com/648da5519d8557d36939a7b2/664c799bca5bdf2967cd86ef_Cloud%20equivalence%20mobile.png)
![](https://cdn.prod.website-files.com/648da5519d8557d36939a7b2/667d5e6a817606d6d1dd014c_feed-min.png)
Session-aware Personalized Feeds
Deliver tailored feeds incorporating in-session user-product interactions (e.g. clicks, likes)
8-10% uptick in key engagement metrics
Real-time Personalized Recommendations
Serve personalized recommendations with session context (e.g. likes, views) fully baked into your recommendation systems
6-8% improvement in ranking metrics
![](https://cdn.prod.website-files.com/648da5519d8557d36939a7b2/667e62d84a477f8144c10573_Recommendations-min%202-min.png)
![](https://cdn.prod.website-files.com/648da5519d8557d36939a7b2/667d5514cd9261117787e779_search.png)
Session-aware personalized search
Capture and process real-time user data (e.g. clicks, likes) to showcase highly relevant search results
>5% improvement in ranking metrics
Real-time on-device content moderation
Use on-device machine learning to deliver rapid, cost-efficient content moderation
<100ms end-to-end latency
>50% lower costs vs. cloud
![](https://cdn.prod.website-files.com/648da5519d8557d36939a7b2/667e5d30dfd2b79683d61ff3_moderation-min.png)
Truly real-time, privacy-preserving personalization at a fraction of the cost on cloud
Massive model performance improvement (>5%)
Incorporate real-time user behavior in your ML models, and instantly improve model accuracy
![](https://cdn.prod.website-files.com/648da5519d8557d36939a7b2/64b2a9a31ccbfbea8adc476e_fintech-card-1.webp)
Enormous cloud cost savings (>50%)
Slash cloud costs by eliminating the need for cloud resources for real-time data processing and ML inference
![](https://cdn.prod.website-files.com/648da5519d8557d36939a7b2/64b2a9a342d234236e9fcf7f_fintech-card-2.webp)
Minimal end-to-end latency (<50ms)
Incorporate user inputs in ML systems instantly, going from event capture to inference in milliseconds
![](https://cdn.prod.website-files.com/648da5519d8557d36939a7b2/64b2a9a342d234236e9fcf7f_fintech-card-2.webp)
NimbleEdge Platform manages both orchestration and execution capabilities for on-device ML
on-the-fly updates
Orchestration
Platform
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