MagicApp

ML Experience Suite

Everything you need from strategy to scale

From mapping business impact to crafting stunning interfaces, our practice covers the full spectrum of modern machine learning product delivery.

Shape resilient data pipelines, automate retraining, and monitor live performance to keep models trustworthy.

Feature storesAutomated retrainingRealtime monitoring

Pair generative UI with guided journeys so people can understand, steer, and adopt ML-backed experiences.

UX playbooksGenerative UIMulti-modal feedback

Embed fairness audits, transparent metrics, and human-in-the-loop guardrails across the lifecycle.

Bias auditsTransparent metricsHuman-in-the-loop

Process

We iterate with your teams through collaborative rituals so insights move from whiteboard to end users without friction.

Define the ML opportunity, success metrics, and data readiness with immersive workshops.

Prototype quickly, run evaluation loops, and align stakeholders with interactive reviews.

Harden infrastructure, automate monitoring, and hand off playbooks for continuous learning.

Use Cases

We partner across industries to turn experimentation into measurable outcomes.

Conversational copilots that understand domain context, escalate edge cases, and learn from feedback.

Demand forecasting, churn prediction, and anomaly detection that business teams can trust.

Computer vision and NLP pipelines that eliminate repetitive work across operations.

Let’s build together

Schedule an immersion session with our cross-disciplinary team and discover how quickly we can unlock value.