# AI Development and Machine Learning Services

From data to decisions. We build production grade ML systems and keep them healthy in the real world.

## Capabilities

### Predictive analytics and forecasting

Demand, churn, risk, and anomaly detection with clear metrics.

### NLP and text analytics

Classification, entity extraction, topic mining, and search.

### Computer vision and OCR

Detection, recognition, quality checks, and document extraction.

### Recommendation systems

Personalization for products, content, and next best action.

## Delivery model

- Discovery, data readiness, model design, deployment, and improvement
- Short feedback cycles, tight alignment to business KPIs

## MLOps and reliability

- Versioned data and models
- Model registry and CI or CD
- Monitoring and drift alerts
- Safe rollback and repeatable training

## FAQ

**What if we lack labeled data**
We use transfer learning, weak supervision, and phased data programs.

**How long to production**
A PoC in weeks, production in a few months, scope defines timing.

**Do you support after launch**
Yes. We operate with SLOs and improvement sprints.

**Primary CTA**
[Start your AI project](/contact-us)

**Internal links**
- Link Generative AI development to [/services/generative-ai-development](/services/generative-ai-development)

**Image briefs**
- MLOps lifecycle diagram, WebP under 120 KB


End to end ML, from data pipelines to models in production. NLP, vision, recommendations, and forecasting.