AI & Machine Learning
Drive your business with strategies informed by data-mining and predictive modeling techniques, to optimize your business performance.
Get up and running with advanced machine learning models rapidly. Once you have your data put together, we can train and deploy ML models within days.
Replace manual data analysis and strategizing with patterns and predictions gleaned automatically through data mining and machine learning.
Deploy prescriptive models to zip through myriad of possible actions, and choose ones predicted to maximize business results.
Apply automated techniques to find patterns in your data that can spell threats or opportunities.
- Anomalies: Find customers whose purchase behavior has changed, or a traffic pattern different than usual.
- Clusters/Segments: Discover groups within your customers with similar characteristics or figure out categories to organize a set of documents.
- Cyclicity: Analyze your sales to separate noise and understand seasonal variations as well as long term trend.
Build models based on analysis and learnings from your data predict outcomes. These can include approaches to:
- Categorize a new document, or recognize an object from an image
- Decide whether a prospect is likely to buy before you spend marketing dollar
- Predict sales of a product, or lifetime value of a customer
Even with the help of predictive models, choosing from multitude of options can become tedious and error prone process. You can deploy the next level of machine learning to automatically choose the best from infinitely many possibilities. For example:
- Decide what messaging would work best to engage a prospect
- What level of spend would work best in a campaign
- What step should a robot take in given sequence
Analyze who your best customers are, and maximize your relationship based on techniques such as segmentation, lifetime value projections, churn analysis, and influencer analysis.
Optimize all aspects of your campaigns including target audience members, as well as the timing, channel and content of campaign messages.
Deploy advanced text processing to automatically categorize new documents, perform free text searches, extract embedded information and find similar documents.
Process images for automated functions such as classification by a broad set of categories, identification of specific objects on the image, extract color and style characteristics.
Deploy advanced optimization techniques to predict expected performance of bids and optimize utilization of budget in auction-based systems.
Analyze your employee and partner relationships to optimize all phases of the lifecycle including acquisition, deployment and retention.