Orbit, ML model observability. Landing page design. by Rajaraman ArumugamOrbit, ML model observability. Landing page design. by Rajaraman Arumugam

Orbit, ML model observability. Landing page design.

Rajaraman Arumugam

Your model worked fine last Tuesday. Today it doesn't. You found out from a customer.

Orbit is a monitoring platform for ML teams. Latency, drift, accuracy, inference logs. All models, one place, all the time. Built for engineers who've been burned by finding out something was wrong after users did.

What Orbit monitors

Four models, side by side. Drift score, latency p95, accuracy delta, error rate — each one live. Not a report you pull once a week. A health grid you keep open.

Each dimension is separate. Latency spikes don't share a panel with drift alerts. Accuracy drops don't get averaged into throughput. Different problems, different owners, different fixes.

Setup is one command. Point Orbit at your inference endpoint. First reading in under a minute.

Most monitoring tools show you everything at once. Orbit surfaces the thing that changed. That distinction matters when you're trying to figure out at 2am if it's the model or the data.

How long does it typically take your team to catch a model regression in production?

The full product is live. Landing page and web dashboard built in code, deployed on Vercel.

Live landing page

Real interactions, real data states, real responsive layout. Click around.

Raw UX

We design products, interfaces, and design systems for startups and SaaS teams.Working on a new product? Let's craft the design together.

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Posted Sep 26, 2026

Your model worked fine last Tuesday. Today it doesn't. You found out from a customer. Orbit is a monitoring platform for ML teams. Latency, drift, accuracy, inference logs. All models, one place, all the time. Built for engineers who've been burned by finding out something was wrong after users did.

Rajaraman Arumugam

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