AI Solutions
Unified flow from data ingestion to decision · full‑stack enterprise AI
Machine Learning Models
Proactive intelligence · from sensor to prescriptive action
Sensor fusion predicts failure; reduces downtime.
Unsupervised anomaly detection for transactions.
Online retraining with concept drift detection.
Domain adaptation: general → specialized.
Recommendation Engines
Personalization at scale · collaborative + content
User‑item matrix factorization.
Item similarity via embeddings.
Session‑based real‑time reranking.
Omnichannel campaign sync.
Natural Language Processing
Text understanding · entity & sentiment
Fine‑grained polarity classification.
Extract ORG, DATE, GPE.
Neural machine translation.
Abstractive meeting summary.
Demand Forecasting
Time‑series · inventory optimization
Prophet / ARIMA with seasonality.
Scenario simulation (cost +15%).
Reorder point / safety stock.
Black Friday, peak planning.
Chatbot Frameworks
Conversational AI · API‑first · multimodal
Order status, return, booking.
Sentiment‑escalation to human.
Post‑chat CSAT collection.
Image + voice + text.
AI Solutions
Unified flow from data ingestion to decision · full‑stack enterprise AI
Machine Learning Models
Proactive intelligence · from sensor to prescriptive action
Sensor fusion predicts failure; reduces downtime.
Unsupervised anomaly detection for transactions.
Online retraining with concept drift detection.
Domain adaptation: general → specialized.
Recommendation Engines
Personalization at scale · collaborative + content
User‑item matrix factorization.
Item similarity via embeddings.
Session‑based real‑time reranking.
Omnichannel campaign sync.
Natural Language Processing
Text understanding · entity & sentiment
Fine‑grained polarity classification.
Extract ORG, DATE, GPE.
Neural machine translation.
Abstractive meeting summary.
Demand Forecasting
Time‑series · inventory optimization
Prophet / ARIMA with seasonality.
Scenario simulation (cost +15%).
Reorder point / safety stock.
Black Friday, peak planning.
Chatbot Frameworks
Conversational AI · API‑first · multimodal
Order status, return, booking.
Sentiment‑escalation to human.
Post‑chat CSAT collection.
Image + voice + text.