Enterprise AI Systems Engineering

We build production-grade AI and data systems for complex, regulated environments

Working with mid-to-large organizations facing regulatory complexity, legacy constraints, or environments where off-the-shelf tools have failed.

We don't sell products or licenses. We engineer custom systems.

Let's talk

Trusted by

Ebla Computer Consultancy
United Indian Health Services
DollarEdge
MAK Technology
Sitana
Ebla Computer Consultancy
United Indian Health Services
DollarEdge
MAK Technology
Sitana
Ebla Computer Consultancy
United Indian Health Services
DollarEdge
MAK Technology
Sitana
Ebla Computer Consultancy
United Indian Health Services
DollarEdge
MAK Technology
Sitana

What We Build

Intelligent Interfaces & Workflow Integration

Custom interfaces and integration layers that connect AI capabilities to existing infrastructure. APIs, workflow automation, system connectors.

Caalm-AI | Illustration of gears and circuit paths linking systems, for Intelligent Interfaces & Workflow Integration

Document & Knowledge Intelligence Systems

AI systems that extract, classify, and operationalize unstructured documents at scale. Claims processing, contract analysis, compliance documents, knowledge extraction.

Caalm-AI | Illustration of documents lifting off a scanner as data, for Document & Knowledge Intelligence

Decision Automation & Advanced Analytics

Automated decision systems and predictive models built for production environments. Risk scoring, anomaly detection, forecasting, rule engines.

Caalm-AI | Illustration of analytics dashboards and a connected data network, for Decision Automation & Analytics

The Problem We Address

Off-the-shelf AI products promise transformation but often fail in production. Integration becomes a nightmare. Compliance gaps emerge. Systems break under real-world conditions.

We exist to close that gap by building AI systems designed for the constraints of your environment, not a vendor's roadmap.

Security, access control, and compliance are treated as first-class design constraints, not afterthoughts.

How We Work

Production-grade means built with monitoring, governance, enterprise integration, and long-term ownership in mind from day one.

Your data, one world

Caalm-AI operates without the constraints of traditional data centers. Instead, we leverage a vast global cloud network, delivering unmatched security, privacy, availability, and cost efficiency.

Delivered AI Capabilities

110+

Annual Hours Saved in Automated Processes

215K+

Advanced Data Visualizations

250+

Revenue From Medical Overpayment

$350M+

Case Studies

Representative systems we've built for enterprise environments.

The following are representative examples of the types of systems we build. These are based on real engagement patterns, anonymized to protect client confidentiality. They illustrate our approach, not specific client deliverables.

Caalm-AI | Aisle of archived paper records, Separation of UB from Medical Records case study

Separation of UB from Medical Records

An optimized solution combined a CNN model with UiPath workflows to efficiently extract UB claim pages from large medical records. By reducing AI resource...
Caalm-AI | Team at a laptop with digital workflow icons, Claims Automation via Snowflake case study

Expansion of Claims Automation for Health Payer via Snowflake Integration

A health payer client expanded claims automation by integrating Snowflake with existing systems, enabling seamless ZAP file generation. The solution scaled processing, reduced errors,...
Caalm-AI | Person facing a digital workflow diagram, Automation Hub for Secure Project Management case study

Establishment and Rollout of the Automation Hub for Secure Project Management

A leading industry client implemented an Automation Hub to centralize and manage RPA initiatives using UiPath. The Hub automated project tracking, routing, and sensitive...
Caalm-AI | Digital support icons over a keyboard, AI-Powered Customer Support case study

AI-Powered Customer Support

A leading payment integrity company required an AI-driven solution to enhance their customer support operations, aiming to reduce response times and improve overall customer...
Caalm-AI | Server room corridor with Data Integration text, AI Data Integration and Technical Support case study

AI Data Integration and Technical Support

A prominent revenue cycle management firm aimed to enhance its technical support capabilities by tapping into a vast repository of historical interactions stored over...
Caalm-AI | AI chip on a circuit board, Payment Accuracy: Contract Configuration Rules case study

Payment Accuracy: Contract Configuration Rules Environment

Caalm-ai identified contract configuration error opportunities to test payment accuracy and the relationship between a paper contract, the medical configuration system, and the paid...

Ready to discuss your project?

A 30–45 minute technical discussion focused on your context, constraints, and feasibility.