Full Stack Enterprise Causal AI/ML
CML Insight's mission is to level-up an organization's AI capabilities through consulting and software.
We have over thirty years of experience bringing predictive and causal analytics to Healthcare, Defense, Education, and Fintech.
Human Capital
How do we find & recruit the best employees? What Learning & Development resources are paying off? What investments help us retain employees? What actions help us with workplace safety?
Education
What supports and interventions drive student success outcomes? How do we quantify the impact? What edtech products really work and demonstrate evidence of efficacy. How do we improve the cycle of student from lead to application to enrollment to graduation?
Fintech
How do we know which activities lead to higher CLTV and client satisfaction? How do we predict churn, when should we intervene and how? What strategies help our clients achieve the financial outcomes they desire in a timely way?
Healthcare
What treatments, nudges, and interventions drive better patient results? What combination of treatments help patients struggling with chronic disease. How do we optimize our portfolio of limited resources to drive the greatest return on patient outcomes?
Customer Success
How do we predict customer churn? What activities and actions improve our chances to increase renewals and reduce attrition? How do we measure successful strategies and build an evidence-based catalog of actions to help train future CS and Sales professionals?
Scale & Automate AI/ML
Launch continuous production models in a matter of weeks for decision making with rigorous validation and accuracy.
Build an Intervention Catalog
Build a quantifiable evidence-based database that can supercharge corporate Knowledge Management systems.
Initiate Predictive Analytics
Generate key actionable insights based on what is likely to happen with customers, agents, students, patients, or staff.
Discover Causal Analytics
Receive advanced prescriptive (causal) insights into what actions are leading to successful outcomes and how impact potential they have.
Optimize Your Resources
Create the ability to understand and visualize which actions and investments drive ROI for better portfolio optimization.
Generate Lifecycle Insights
Visualize key momentum points, interventions, actions that lead to success or LTV for students, customers, or patients.
Get our free ebook on the Causal AI/ML revolution in Education
Get our free ebook on how Causal AI/ML will improve the education sector
Step 1 - KPI Inventory
First, we help you get started on your AI/ML journey by cataloging your critical KPIs and the integrated customer touch-points (treatments) so we can begin to deliver key insights to improve the organization.
Step 2 - Getting Your MVD
Second, our engineering and ML teams work with your analytics staff to develop the Minimum Viable and Most Valuable Data (MVD) needed to deliver automated predictive, prescriptive, and causal insights.
Step 3 - Causal Insights
At this stage, we deliver our initial causal insights. We share with you, among many things, activities and investments that are causally related to KPIs. And we deliver evidence-based recommendations so you don’t have to guess what action to take.
Step 4 - Experimentation
And lastly, once we have implemented a framework to deliver automated insights, we or your team can begin to optimize your portfolio of investments and further experiment with treatment combinations over time to improve KPIs as business conditions change.
