# Machine Learning

Factored AI builds production ML and AI systems that scale securely and perform reliably.

## From Promising Models To Real-World Impact.

### Designing ML and AI systems that operate in production, at scale, under real constraints. From classical ML to GenAI, we excel at deployment, monitoring, and measurable outcomes.

- End-to-end ML systems
- Production-ready AI applications
- GenAI with evaluation and guardrails

[Start Building](/content/contact/index.html)

## Proven At Enterprise Scale.

### **100's**
- Enterprise Clients
  
### **1000's**
- Successful Projects

### **450+**
- Elite Engineers

### **30+**
- Industries Served

## Our Capabilities

### **Production ML Systems**
- Deployed models serving millions of predictions. Built for reliability, monitoring, and retraining.

### **MLOps & Model Lifecycle**
- Implemented CI/CD, monitoring, and rollback for ML systems. Reduced deployment risk.

### **Applied AI & Deep Learning**
- Built NLP, computer vision, and recommendation systems. Delivered measurable business impact.

### **Generative AI Enablement**
- Deployed LLM-powered systems with evaluation and safety controls. Enabled responsible GenAI adoption.

### **Privacy-Preserving ML**
- Built federated and compliant ML systems. Enabled collaboration without data sharing.

### **AI Performance & Monitoring**
- Tracked drift, bias, and degradation in production. Maintained long-term model quality.

## **Want to discuss a solution?**

[Book a Call](/content/contact/index.html)

## Case Studies & Proven Impact

### [AI Hallucinations](/content/case-studies/ai-hallucinations-production-engineering/index.html)
- Stop False AI Reasoning in Production

### [Market Research LLM](/content/case-studies/market-research-llm-automation/index.html)
- Get Days of Research In Minutes

### [Fraud Detection Models](/content/case-studies/fraud-detection-models/index.html)
- Detection precision improved

[Explore Our Work](/content/resources/case-studies?0_service_equal=AI+%26+Machine+Learning/index.html)

Want to discuss a solution for you?

[Start Building](/content/contact/index.html)

Elite engineers ready to accelerate your roadmap.

Start vetting within one week.

Have talent placed in under a month.